The gallery's pristine white walls seemed to mock Leo as he stalked through the space. Every carefully positioned spotlight, every minimalist pedestal, amplified the sick feeling churning in his gut. His hands were clenched, nails digging into his palms. He didn’t want to be here, gawking at his own stolen creations. He’d poured his soul into those sculptures, and now they were public property, re-branded and re-sold.

He stopped, abruptly, in front of a particularly audacious piece – a twisted iron figure he'd called "Despair." The title had been scrubbed and replaced with some vapid, meaningless moniker. He could feel his jaw tighten. The curator, a smug-looking man with a perfectly knotted tie, approached, a saccharine smile plastered across his face. "Magnificent, isn't it? Such raw talent."

"It's mine," Leo ground out, his voice a low growl. The curator's smile faltered, a flicker of annoyance crossing his features. "Well, yes, the artist… an inspiration." Leo wanted to smash something, anything. He took a step back, the metallic tang of rage coating his tongue.

Emotion: hostile

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.56

Role in Research

This story is one of 1,000 stories generated for the emotion hostile. 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 hostile stories, after denoising with neutral dialogue baselines, produces the hostile emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hostile vector is projected through the unembedding matrix.

Promoted:
C0.592
S0.387
0.324
est0.301
aggravated0.295
Suppressed:
a-0.457
de-0.375
H-0.289
🤩-0.280
la-0.273