“Well, *I* thought it was exciting,” Robert said, his tone deliberately casual. He met David's glare with a raised eyebrow.

The subject was the night they got lost in the woods during a storm. Robert remembered the adventure, the adrenaline. David, on the other hand, recalled the shivering cold and the primal fear of the unknown.

David stood abruptly, knocking over his chair. The sound echoed in the small room. He hated this, this rewriting of events, this casual dismissal of his experience. “That wasn’t exciting. That was dangerous.” He took a step toward the door, then stopped, his body rigid with suppressed fury. “I’m done with this conversation.”

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