The aroma of incense filled the apartment, masking the usual scent of coffee. He found her, Maya, sitting cross-legged on the floor, surrounded by candles, chanting. The words were unfamiliar, a melodic flow that echoed around the room. It was Sanskrit.

He stood in the doorway, his arms crossed. He had a tight feeling in his chest.

She opened her eyes, startled, and the light from the candles flickered across her face. Her smile seemed forced, unnatural. He’d noticed a certain tension in their recent interactions, a distancing. Now, it was clear. She'd been practicing something, keeping something from him. He couldn’t bring himself to speak, his throat constricted. He turned, retreating back the way he came.

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