The phone call ended, and Emily slammed the receiver back onto the cradle, the plastic echoing in the empty apartment. *Another* rejection. *Another* denial. She felt a tremor in her hands, a physical manifestation of her mounting frustration. She’d put everything into this, every last ounce of her hope.

She had to get better. She wasn’t going to accept that there was nothing they could do. She strode to the window, the city lights below blurring through her angry tears. She punched the glass and screamed, feeling it break against her skin.

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