The microphone felt heavy in her hand, a weighty indictment. The spotlight felt like a branding iron. She scanned the room, each smiling face a reminder of the years of subtle slights, of being overlooked and dismissed. The words, carefully crafted, felt like ashes in her mouth.

She cleared her throat, a choked sound. She had practiced this speech, perfecting the tone, the cadence, the forced enthusiasm. But now, standing here, the practiced words felt inadequate, a poor substitute for the truth. She wanted to hurl the speech aside and…what? She didn't know. Her heart was a drum, relentlessly beating against her ribs.

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