The weight room was his sanctuary, but today, it felt like a prison. The clanging of the weights, the grunts of the other players, usually a source of comfort, now grated on his nerves. He grabbed a dumbbell, his grip tight, almost violent.

He began lifting, pushing himself harder than ever before, the pain a welcome distraction. The muscles in his arms burned, his breath came in ragged gasps. He wanted to collapse, but he pushed on, driven by the need to punish himself.

He kept going until his arms felt like they would rip apart. He slammed the weight back onto the rack, the sound echoing through the room. The exhaustion, at last, began to soothe the storm inside.

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