"Oh, come on!" Sarah barked at the letter, her voice a sharp crack in the peaceful silence of the living room. She’d unearthed it while sifting through her grandmother’s things, a forgotten piece of history. Her grandmother, the woman who had always seemed so… placid.

The paper felt thin and insubstantial between her trembling fingers, but the words were a punch to the gut. Her grandmother was pushed out for being "too much" for the establishment. Her words spoke of being constantly overlooked and dismissed. A sob caught in Sarah's throat. She wanted to shatter something.

She balled her fists so tightly her nails bit into her palms. The image of her grandmother, always so kind, so understanding, was now forever shadowed by this secret battle. She needed air. Now.

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