The sun was blinding. I yanked the blinds shut, plunging the apartment into a premature twilight. The air felt thick, heavy, like the atmosphere before a storm. I couldn't bear the thought of going outside, of facing the cheerful optimism of the neighborhood.

I paced the living room, my movements restless and erratic. Every object in the room, once familiar and comforting, now seemed alien and judgmental. The painting over the couch, a gift from my grandmother, mocked my helplessness.

I grabbed the remote, flipping through channels, searching for something, anything, to distract myself. But the news was equally infuriating, the commercials too saccharine. I wanted to scream, to lash out, to break something.

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