The scent of cheap cologne, that familiar smell she’d come to associate with comfort and affection, now reeked of betrayal. David, the object of her current ire, stood awkwardly between them, his face a mask of manufactured surprise. Maria, the woman on the other side of him, looked equally stunned.

She crossed her arms and found her stomach churning. The audacity of it all was stunning. "Well, this is just great, isn't it, David?" she drawled, the words dripping with contempt.

The room seemed to shrink, the air thick with unspoken accusations. She wanted to scream.

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