The street outside was a chaotic mess of traffic and noise. It was a stark contrast to the quiet, almost suffocating, calm of the therapy office. Inside, the sterile environment did nothing to soothe the irritation that simmered beneath his skin. He crossed his arms, his gaze fixed on the floor.

A wave of frustration washed over him. The receptionist called him back, and he followed, feeling a growing sensation of aggravation building inside his chest. He was being forced to confront the wreckage of his past. And now, this. The therapist's name plate read "Michael Carter, MSW."

He nearly laughed. It was absurd. He hesitated, his hand hovering over the doorknob. He felt a burning in his chest and a desire to just flee. He took a breath, pushed open the door and saw the man with the same smug look he remembered from high school, sitting in a chair behind a desk.

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