James felt a distinct chill run down his spine as he saw Emily. She was laughing, genuinely laughing, at something his friend, Ben, had said. He knew that laugh, the one that used to be reserved just for him. He took another sip of his whiskey, the amber liquid burning its way down his throat.

He’d been warned. Multiple times. That she might be here, and that he should act cool. He clenched his jaw, willing himself to keep walking toward the group, because turning around was not an option. He put on the most insincere face he could muster as he approached them, the effort making his cheeks ache.

“Ben. Fancy seeing you here,” he gritted, his voice sounding harsher than he'd intended.

Emotion: contemptuous

Cluster: Anger / Hostility
PC1 (Valence): -0.40 Negative
PC2 (Disposition): 2.07

Role in Research

This story is one of 1,000 stories generated for the emotion contemptuous. 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 contemptuous stories, after denoising with neutral dialogue baselines, produces the contemptuous emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the contemptuous vector is projected through the unembedding matrix.

Promoted:
C0.502
l0.423
fact0.287
either0.265
👎0.262
Suppressed:
own-0.367
unexpectedly-0.303
serendip-0.265
Suddenly-0.253
previously-0.250