The old trunk was heavy. She pried it open, the hinges groaning in protest. Inside, a jumble of forgotten treasures. She wasn’t interested in the trinkets, though.

She found the photographs buried at the bottom. The old ones, of her grandfather, were always missing. Here they were, finally.

Her grandmother, a woman she had thought she knew completely, was smiling at a man who was not her grandfather. She wanted to throw the photos away, to pretend she’d never seen them. Instead, she placed them carefully on the floor, lining them up, staring. The world seemed to tilt on its axis.

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