The news arrived in an email, the words as cold and impersonal as a tombstone inscription. “Not a good fit for our current list.” It was a vague and insulting rejection. Evelyn stared at the screen, her vision blurring, a cold weight settled in her stomach.

She slammed the laptop shut, the sound echoing in the silent apartment. She wanted to scream, to shatter something, to destroy the world that had dared to deny her. She could feel her nails digging into her palms.

She went to the window, staring at the cityscape, each building a smug reminder of success, and found herself wanting to tear it all down. She felt utterly alone, isolated by her perceived failure.

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