She found the letter tucked within a book of poetry. It was addressed to her, from her father, but it was never sent. The letter was a catalogue of her perceived failings, a list of her shortcomings.

Her breath hitched in her throat. She felt a cold dread creep through her, as though a chill wind had blown through the room. She dropped the book onto the floor, the sound a dull thud, and felt her legs begin to weaken.

She had always tried to please him, and yet… She clenched her fists. A sudden, violent impulse surged through her, a desperate need to tear something apart.

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