The professor’s words echoed in her mind long after she left the classroom. "Significant revisions needed." A low grade, and a stinging critique. A dark cloud seemed to settle over her. She walked alone, her shoulders slumped, her usually buoyant steps now dragging. The campus seemed unfamiliar, the sunlight failing to penetrate the gloom. She kicked a pebble across the path with excessive force, the action a small, futile outlet for the feeling of deep, seething resentment.

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