The elevator ride felt interminable. Each floor, a new opportunity for a door to open and reveal… what? A smiling face? Congratulations? He didn't want congratulations. He wanted to scream. Professor Chen's office door was locked. He slammed his fist against it, once, twice, before the shame washed over him. He knew Chen wouldn't appreciate that.

He turned and stalked back to the staircase, taking the steps two at a time, each footfall a frustrated stomp. The university felt like a prison now, each brick a reminder of the future he had no control over. The city outside the windows looked too bright, too carefree, and he loathed it.

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