The gallery was packed, a sea of chattering faces and forced smiles. Maya could barely breathe. Her paintings, her fiercely personal expressions of grief and joy, were on display for these people to dissect and consume. A knot formed in her stomach; she felt like she might be sick. She gripped her clutch tightly, her knuckles turning white.

She'd stumbled upon the exhibition by accident, a cruel twist of fate. The gallery director, a woman with unnaturally bright lipstick and a condescending tone, attempted a greeting. “So glad you could make it, darling! Your work is… impactful.”

Maya’s teeth clenched. She felt a surge of heat rush through her. The director gestured towards a painting, a vibrant canvas depicting her grandmother’s death. "The colors really pop, don’t you think?" Maya turned and walked directly to the nearest exit.

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