The break room was filled with the sounds of colleagues congratulating Sarah. He found a seat in the corner, nursing a lukewarm coffee. The clinking of glasses, the laughter, the chatter… it all grated on him. He felt like an invisible man, watching the party from the outside.

He avoided eye contact, staring at the swirling patterns of the coffee. His breath came in shallow, uneven gasps. Every word felt like a personal affront, every smile a deliberate provocation.

He slowly rose. He didn't want to cause a scene. He just wanted to be away. He threw his coffee into the bin. He was done with this.

Emotion: irate

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.45

Role in Research

This story is one of 1,000 stories generated for the emotion irate. 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 irate stories, after denoising with neutral dialogue baselines, produces the irate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

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

Promoted:
C0.430
🤬0.350
aggravated0.343
0.340
0.331
Suppressed:
H-0.292
soon-0.289
☺️-0.289
optimistic-0.258
latter-0.253