He found himself pacing outside the office. The air felt thick, charged. A knot of tension twisted in his gut, making him clench his fists. He hadn't expected to recognize the name on the door, let alone the face. Mark, a therapist? It was a sick joke. He wanted to leave, turn and run, but something – a twisted sense of obligation, maybe – held him rooted to the spot.

He finally walked inside. The waiting room was as sterile as a hospital. He ran a hand through his hair, trying to tamp down the rising tide of frustration. The woman who emerged to greet him had the same infuriatingly cheerful demeanor he remembered. He felt his lips curl into a sneer, but he forced them into a semblance of civility.

“Mr. Davies?” she chirped. “Please, come in.”

He followed her, the small of his back prickling with a sensation of unease.

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