The fluorescent lights were giving John a headache. The constant noise of the office was making it difficult to concentrate. He just wanted the day to be over.

"Did you hear about the office trivia night?" Lisa asked, her voice bubbly.

John ignored her.

"It's going to be so much fun!" Lisa added.

He just wanted to be left alone.

Later, John heard Lisa on the phone. "…and the lake, and the stories…"

He braced himself.

"John!" Lisa said. "Did you ever go to Camp High Pines?"

He hesitated, then sighed. "Yes," he said.

"No way! I was there too! Did you know the guy who always fell off the raft?"

John felt a heat rise in his face. "I'm busy," he said, turning away.

He had to get away from her.

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