It was the most beautiful day of the year so far, but Liam’s mood had completely soured. The request, from *Gary_The_Goober*, a name that evoked all the pain of his high school years, had arrived. He felt a sudden, inexplicable chill.

He threw the phone across the room, the impact making it bounce off the wall. A shard of what felt like glass had snapped inside him. He felt the sting behind his eyes and the clench of his jaw.

Liam stormed to the kitchen and grabbed a beer from the refrigerator, cracking it open with excessive force. He took a long, deep swig, the cold liquid doing little to quench the internal heat.

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