The drive to the clinic had been torturous. Each passing mile had only amplified the agitation that had been growing inside her all morning. She pulled into the parking lot, the tires crunching on the gravel. She sat there for a moment, gripping the steering wheel, her knuckles white.

She hated the sterile environment of the waiting room, the hushed voices, the forced air of calm. She wanted to scream. She finally took a deep breath and stood. She could tell by the look on the receptionist’s face that she was already late.

She saw the nameplate. Her heart pounded. It couldn't be. The door opened and there was the man, his face betraying no emotion. She felt a burning sensation in her chest, a desire to lash out.

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