The office felt smaller than usual. Sam paced back and forth, like a caged animal. The new hire was taking up too much space, and her constant, chirping questions were becoming unbearable.

"So, how do you deal with the… uh… office politics?" she asked. Sam stopped pacing and stared at her.

"You don't," he finally replied, his voice flat and devoid of emotion. He wanted to be anywhere but here. He wanted to scream.

He gestured dismissively, resuming his walk. He needed to get through this day, this week, this charade. He felt as though he would explode if he was forced to endure another minute.

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