Her teeth ground together. The list, unearthed from her grandfather's locked desk, listed items like *“Learn a new language.”* Amelia found herself pacing, unable to sit still. This man, so stubborn in his ways, had yearned for… for something more?

She felt a sharp pain in her temples, a dull ache that echoed the frustration building inside. She kicked the wastebasket across the room, the clang offering a small, fleeting satisfaction. He’d never shared these desires. Why now?

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