The constant tapping of Ms. Henderson’s pen against her desk was a high-pitched assault on his ears. He shifted in his seat, the plastic of the chair creaking in protest. He glanced at the clock. Still only 2:03 PM. He wanted to scream.

He’d put in the time. The overtime. The extra effort. He saw the way she looked at him, too. Did she *pity* him?

He pushed his chair back, the scrape of the legs making Ms. Henderson look up. He hated this office. He hated the forced cheerfulness, the posters of smiling kittens. He needed to be away from here. He stood abruptly and walked towards the coffee machine.

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