The accusation felt like a physical blow. Sarah slammed her textbook shut, the sound echoing in the sterile silence of the library. Her knuckles, white against the worn cover, betrayed her inner turmoil. How dare Professor Davies suggest she'd cheated? She'd poured weeks of research and sleepless nights into that paper!

A tremor ran through her, starting at her jaw and spreading downwards. She wanted to scream, to tear the paper to shreds, to… to what? The injustice burned, a hot coal lodged in her chest. She rose abruptly, pushing her chair back with a screech that momentarily shattered the quiet.

Her gaze swept the room, landing on the oblivious figures hunched over their laptops. They knew nothing of this, of the vile accusation hanging over her head. She had to get out, to breathe. The air inside the library felt thick, suffocating.

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