The envelope felt heavy in her trembling hand. It was addressed to her childhood best friend, Sarah, and bore her own teenage handwriting, scrawled with an almost frantic energy. She ripped it open, her breath catching in her throat as she read the letter.

A wave of bitter regret washed over her as she took in the words. Her younger self, so full of youthful, unrestrained fury, had poured out all her resentment towards her mother onto the page. The words were a torrent of accusations, each one sharper than the last. She remembered the arguments, the slamming doors, the unspoken resentments that had festered.

She folded the letter slowly, the edges digging into her palm. How could she have been so cruel? The weight of it settled in her stomach, a dense, unpleasant thing.

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