The sun beat down on him, relentless and unforgiving. He stood over the remains, the scent of fresh-cut wood thick in the air, a physical manifestation of his simmering anger. He ran a hand across his forehead, pushing back the sweat that threatened to obscure his vision. He wanted to scream.

He picked up a piece of the wood and examined it. The grain, he noticed, was beautiful. And utterly wasted. The thought, he found, made him grind his teeth.

He threw the piece back down, the sound echoing in the stillness. He’d known it would happen, of course. He'd always known.

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