"Just a minute," Sarah muttered to her friend, her voice strained. She had been excitedly showing off a new dress on her social media, when the notification appeared. Mr. Evans, her history teacher, had viewed her story. A sudden chill settled over her, despite the warmth of the afternoon sun.

She abruptly stopped mid-sentence. Her friend asked what was wrong, and Sarah shrugged, forcing a smile that felt unnatural. The thought of him, scrolling through her pictures, judging, invaded her mind. She excused herself and ran to the bathroom, splashing cold water on her face.

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