My jaw ached. It was the constant clenching, I told myself. Mark had the audacity to call me, a week after we both applied, to "congratulate" me on my interview. “You know, I’m sure you’ll nail it,” he said, his voice dripping with false sincerity. I grunted in response.

The phone felt heavy in my hand, as if it was a physical burden. I slammed it back onto the receiver. The sound echoed in the otherwise silent apartment. He probably knew he didn't stand a chance. He’d always been the weaker one, the one who relied on charm instead of actually putting in the work.

I walked to the kitchen and grabbed a beer, the cold bottle offered no comfort. He'd never truly understood the dedication, the late nights studying Dewey Decimal Systems, the passion for preserving knowledge. He was just looking for a paycheck. And now he was in the way.

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