He stared at the program, the glossy photo of his father grinning like he’d won the lottery. He felt a tremor of something bitter in his gut. The catered chicken, the bland speeches about dedication – it all felt like a particularly cruel joke. The man had spent his life chasing promotions, oblivious to… everything.

His tie felt too tight, constricting his breathing. He wanted to rip it off, to scream. But he had to play the part. He had to fake the appreciation. His palms grew clammy.

He adjusted the microphone, a little too forcefully. “Dad,” he said, his voice flat. He focused on the details: the chipped paint on the wall, the garish floral arrangements. He couldn't quite bring himself to meet his father's eye. “Congratulations. On finally being done with it all.”

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