Eliza stood frozen, her eyes glued to the giant screen. Her short story, a raw, unflinching account of her childhood, was being adapted into a saccharine, sentimental movie, completely unrecognizable. Her hands trembled.

The director, a man with a booming laugh, clapped her on the back, oblivious to the storm raging inside her. The noise of the premiere echoed in her ears. Each cheesy line, each manipulative camera angle, was a fresh wound. She felt a burning sensation behind her eyes.

She excused herself abruptly, pushing her way through the congratulatory throng, desperate for air.

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