He’d always felt like the medical establishment was designed to frustrate him. Now, staring at the printout that declared him diabetic, prone to seizures, and allergic to peanuts, Marcus felt vindicated. The receptionist’s placid smile in the waiting room had become a target. He wanted to shatter it. He pushed the incorrect file across the desk, the paper sliding with a sound like a whisper of accusation. “You expect me to accept this? After all the times I’ve been made to wait? To listen to your rules?” His voice rose with each word. He wanted to pick up the plastic stapler on the desk and fling it against the wall. Instead, he balled his fists.

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