He watched from the car, hands clenched on the steering wheel. The parking lot was filled with cheerful parents, their faces alight with anticipation. David’s stomach clenched. Mr. Henderson. The name, spoken aloud, tasted like ash. He remembered the monotonous droning, the condescending lectures, the utter boredom.

He should be happy for Leo, of course. A good teacher, they said. But the thought of Leo enduring the same glacial pace, the same soul-crushing assignments, filled him with a cold fury. He tapped his fingers impatiently against the steering wheel. He’d told the wife to handle the meet-and-greet. He couldn't.

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