The attic air tasted of dust and resentment. He ripped open the brittle cardboard box, the sound echoing in the cramped space. He wasn’t looking for anything, not really. Just killing time, or maybe something more satisfying, like a grudge.

He didn't bother to be gentle. A cascade of fading photographs spilled out, landing in a heap on the dusty floorboards. He kicked at them, a swift, careless shove.

One image caught his eye. A woman, his grandmother, laughing with a man he’d never seen before, arms linked, in front of what looked like a roaring fireplace. He remembered his grandfather’s carefully constructed narrative, the one where he was the only man his grandmother had ever loved. He picked up the photo, his jaw clenching. He felt a hot knot in his stomach, a tightness he didn't care to analyze. The photo went back into the box, not tossed, but jammed back in.

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