The elevator door opened, and I glared at the new, gleaming signage. "Welcome Home." The words felt like a direct mockery. I refused to enter. I slammed my fist into the wall next to the elevator door.

My shoulder ached from the impact, but the physical pain offered a small measure of relief. It was a tangible thing, a distraction from the larger, more insidious hurt. The thought of all the “improvements” – the new gym, the fancy lobby – made me want to puke.

I trudged up the stairs, each step heavy with resentment. My own apartment, once a sanctuary, now felt like a prison cell. I kicked off my shoes, threw them across the room, and sat down on the floor and stared at the ceiling.

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