The phone call ended, the polite words of the publisher still ringing in her ears. Sarah dropped the phone back into its cradle with a thud. She stared blankly at the wall, her face a mask of disbelief.

She rose slowly, her legs feeling like lead. She walked to the kitchen and grabbed a glass, filling it with water. Her hand trembled as she brought it to her lips, spilling some of the contents onto her shirt. She didn't even notice.

She felt a wave of nausea wash over her. It was a physical manifestation of her turmoil. She wanted to escape, to disappear, to erase the last few months. She felt trapped in her own skin.

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