The elevator doors opened, and there he was, Michael, with his eternally optimistic grin. "Hey, Emily! Camp Starbright, remember? We were both in the canoeing group!"

Emily’s smile felt brittle, as if it might shatter at any moment. That camp. The place where she’d been forced to share a cramped cabin with seven screaming girls and where Michael was the most insufferable of all.

“Oh, yes,” she replied, her voice tight. The clink of her bracelet sounded exceptionally loud in the confined space. “Canoeing.”

Michael started recounting a story about nearly capsizing their canoe, his laughter echoing. Emily stared straight ahead, fixated on the numbers that flickered above the door. Each floor seemed like an eternity.

When the doors finally opened on her floor, she all but fled, muttering a quick "See ya," before practically running towards her office, the memory of his wide grin following her.

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