The letter crumpled in Amelia’s hand, a wasted offering to her rising rage. She gripped the edges, her knuckles turning bone-white as the words danced before her. “Erroneous Grant.” A mistake. It had all been a falsehood. Her heart hammered against her ribs, a frantic, trapped bird.

She ripped the letter into tiny pieces, the sharp sounds of each tear a release. She threw the shredded remains into the air and watched them drift to the floor, symbolic of her own shattered aspirations. She spun on her heel and stormed out of the library, the quiet sanctuary now an intolerable prison.

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