The house was empty, stripped of his presence. He had already left. She wandered through the rooms, the echoes of his laughter now just ghosts. Sunlight streamed through the windows, illuminating dust motes dancing in the air, a fact that grated on her.

She walked in his room. His bed was unmade. His closet was empty. She felt the tears well in her eyes. It made her angry.

She threw his clothes into the laundry basket. She kicked the door, and then she walked away, slamming it. The sound, sharp and final, echoed throughout the empty house.

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