The office air conditioning was blasting, making Mark’s fingers feel frozen as he typed. He hated the cold, the sterile environment of the office. He just wanted to get through the day.

"Did you hear about the new office softball team?" Kevin asked, his voice filled with unnecessary energy.

Mark resisted the urge to tell him to shut up. Instead, he just grunted.

"We're going to have so much fun. I'm going to be pitcher."

Mark was thinking about the number of errands he had to run after work.

Later, he heard Kevin excitedly talking on the phone. "… and the canteen! And the arts and crafts!"

He could feel a feeling of dread building within him.

"Mark!" Kevin said, turning to him. "Did you ever go to Camp Timberwood?"

Mark stiffened. He did not want to talk about summer camp. "Yeah," he said shortly, trying to get back to his task.

"No way! I was there too! You wouldn't happen to know the name of the girl that worked at the canteen, right?" Kevin was now leaning over his desk, his voice brimming with enthusiasm.

Mark felt the familiar pressure in his chest. "I'm trying to work," he said, his voice flat. "Can we talk about this later?"

"Yeah, sure," Kevin replied. "But we should definitely compare stories. I have so many amazing memories of that place!"

Mark turned back to his screen, the light reflecting in his glasses. He could feel his face burning.

Emotion: irritated

Cluster: Anger / Hostility
PC1 (Valence): -0.86 Negative
PC2 (Disposition): 1.07

Role in Research

This story is one of 1,000 stories generated for the emotion irritated. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 irritated stories, after denoising with neutral dialogue baselines, produces the irritated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the irritated vector is projected through the unembedding matrix.

Promoted:
l0.370
S0.282
P0.264
😠0.248
aggravated0.233
Suppressed:
own-0.300
joyful-0.211
joyous-0.207
खोले-0.206
newfound-0.205