He picked up the phone, the cold metal a stark contrast to the heat building inside him. He didn’t bother with pleasantries. “Where are you?” he snapped, his voice tight, his jaw clenched. There was a pause on the other end, a moment of unsettling silence.

“Are you kidding me?” he continued. "After all this time, all this... stuff."

He hung up the phone. He sat down and began to play a game of solitaire, his movements as sharp and quick as the cards themselves. He smashed his fist onto the table when he failed, again and again.

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