The bus rumbled along, taking Daniel back home. Headphones on, he had hoped to find some peace. Then, the familiar intro blasted through the earbuds. His song, “City Lights,” blaring over a bad cover. He ripped the headphones off, the silence immediate.

He wanted to scream. It was a cheap, karaoke version, sung flat and without any feeling. The musician’s voice was too high, too slick. Every note was off, every phrasing wrong. This was an insult.

He threw the headphones into his backpack. He looked out the window and took a deep breath. His hands were clenched into fists, the knuckles white. He would write a better song.

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