The elevator doors opened, revealing a room that seemed to shrink the moment he entered it. She was there, standing with colleagues, and the presentation on the screen behind her was a twisted reflection of his own work. He wanted to say something, anything.

He was trapped. He stared ahead, his gut twisting with the force of a knot. The laughter of the others seemed to echo inside his ears, a constant mocking.

He swallowed hard and forced a smile, feeling it stretch awkwardly across his face. He watched as the doors closed, a feeling of deep, isolating anger creeping through him.

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