The gallery owner, a slick man with a permanent tan, grinned. “Magnificent, isn’t it? The buzz is phenomenal. We’re practically swimming in offers!” Amelia’s hands clenched, nails digging crescents into her palms. Her paintings, her soul poured onto canvas, were hanging, mislabeled, in a space she hadn’t authorized. It was a betrayal, a theft of her agency.

A flush crawled up her neck. She inhaled sharply, trying to control the tremor in her voice. "The name," she managed to say, each word clipped, "is wrong. That's not my title. And the signature…"

She had carefully cultivated her public image, the quiet solitude of her studio life. Now it was all being twisted, repackaged, and sold without so much as a courtesy email. This was not a celebration; it was a violation.

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