The rejection letter arrived the day after I learned Michael got the job. It was a sterile, impersonal message. “Thank you for your interest…” I ripped it to shreds. The paper tore easily. That was it? Years of studying, all those volunteer hours, for nothing?

The crumpled remains landed in the trash. I imagined him, triumphant, settling into his new office, probably already making changes. I pictured the smug look on his face. The infuriating self-assurance.

The room seemed to shrink. I felt pinned, suffocated by the walls. I kicked at my desk, a useless act of defiance. The only way to win would be to make him wish he hadn't.

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