The champagne flute in Clara’s hand wobbled precariously. The gala, a supposed celebration of her work, was, in reality, a mockery. The paintings, her personal, intimate explorations of grief and loss, were presented as trendy decorations, background noise for the chattering crowd. Her blood ran cold.

She could barely swallow. Each laugh, each compliment directed towards the fake artist, felt like a slap in the face. She felt like a puppet, her strings cut, her voice stolen. Her breath hitched, shallow and rapid.

She discreetly poured the contents of the flute onto a nearby potted plant, the action giving her a sliver of satisfaction.

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