He slammed the old wooden trunk shut, the lock catching with a brittle snap. He’d found the letter while clearing out his late father’s belongings. The handwriting – his own, from his teenage years – was an affront. He picked it up, his fingers curling around the worn paper like a fist.

"I need you to understand," the letter began. He snorted, the sound echoing in the silent house. It went on about wanting to be loved, to be seen. He tossed it onto the growing pile of things to get rid of. The whole thing made him feel almost…dirty. He really didn't need any reminders of who he used to be.

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