The meticulously folded napkin felt like a weapon in her hand. She watched her father at the head table, the object of everyone's glowing attention. His usual charm was on full display. The woman she knew - the one who always found a way to downplay her achievements - had vanished for the evening. Her blood boiled.

She picked at her food, unable to find any appetite. Every bite felt like a betrayal of her true feelings. She wanted to smash the plate, to shatter the facade. She took a slow, deliberate sip of water, the cool liquid offering no relief. Her fists were clenched under the table.

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