The elevator doors opened onto the brightly lit floor of Human Resources, and he hesitated. The place practically reeked of manufactured positivity. He gripped the straps of his bag, knuckles white. The air conditioning was cranked up, but he felt a bead of sweat trickle down his temple.

He remembered the meeting, the vague explanations, the insincere apology for the “restructuring.” He felt a twitch in his eye as the HR director, a man with a suspiciously perfect tan, extended his hand. He took it, the contact brief and cold.

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