The attic air tasted of dust and forgotten things. Clara slammed the trunk shut, the old wood groaning in protest. She’d been hunting for Christmas decorations, but instead, unearthed a box of her mother’s things. A wave of frustrated heat flushed through her as she found the letter, the paper yellowed and brittle. It was addressed to her father, and the handwriting – so familiar, yet so distant – scratched across the page in furious loops. Why hadn’t she ever sent it?

Clara paced the cramped space, the slant of the roof pressing down on her. The words blurred as she scanned the angry accusations, the hurt she had never known. Her father, the picture of placid calm, now looked different in her memory, like a carefully constructed facade. She crumpled the letter, the paper crackling in the silence, her chest tightening with a knot of resentment she hadn’t realized she was holding.

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