The building was sleek and modern, all glass and steel, yet somehow it still managed to feel oppressive. The air was thin, the lighting too bright, and the silence too complete. He felt a pressure building behind his eyes, a tightness in his throat. He hated this. He hated being here.

He registered the woman who called his name and followed her down the hallway. Her voice, too gentle, too understanding, grated on his nerves. He felt a hot flush creep up his neck. As he reached the office, he saw the nameplate. He felt the blood drain from his face. The name, the face, the memory of the childhood torment.

He gripped the doorframe, his knuckles white. The therapist looked up and smiled. A smile that made him want to smash something.

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