"Unbelievable," she whispered, her voice barely audible, but vibrating with a suppressed intensity. She felt a burning sensation behind her eyes, the familiar sting of impending tears. She blinked furiously, determined not to give in, not to show vulnerability. The air felt heavy, saturated with a sense of… wrongness. She'd spent hours, days, tending to that tree. It had been her sanctuary, a living symbol of hope. Now, a harsh, brutal reality punched her in the gut. She took a deep, shuddering breath, trying to regain control.

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