The notification popped up: "Mr. Henderson started following you." Sarah stared at the screen, her lip curling involuntarily. He was a history teacher, middle-aged, with a penchant for tweed jackets and droning lectures on the War of 1812. *Of course* he’d follow her. She could practically hear his voice now, full of that saccharine, falsely interested tone he used when asking about her weekend.

A tight knot formed in her stomach. Did he think this was a friendship? A bonding experience? He probably expected her to start sharing inspirational quotes and book recommendations, just like all the other kids. The thought made her want to throw her phone across the room. She considered blocking him, but that felt too… obvious. Too much like giving him the satisfaction of knowing he'd been noticed.

She scrolled through his profile, briefly, just to get a lay of the land. Pictures of his cat, vacation photos of boring tourist traps, and a baffling number of posts about his local gardening club. She snorted. Gardening club. The man was a caricature.

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