The string quartet’s rendition of “Here Comes the Bride” grated on David’s nerves. He hadn’t been expecting to see her, not tonight. Seeing Chloe, standing near the bar in a shimmering dress, her eyes sparkling, felt like a physical blow. A tightness formed in his chest.

He stalked over to the bar, ignoring the well-wishers and the joyous chatter. When the bartender asked what he wanted, he barked, “Scotch. Neat.” He took a long, burning gulp, the alcohol doing little to soothe the internal storm. He knew he should leave, but something kept him rooted to the spot, watching her.

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