The coffee tasted like ash in his mouth. Michael stared out the window, at the grey sky that matched his mood. Dr. Evans, the embodiment of intellectual laziness, was moving on. To a better opportunity, of course. For him.

He pushed his chair back from his desk, the wheels squeaking on the linoleum. He didn’t need Evans. He had his own ideas, his own direction. All Evans had ever done was critique, criticize, and offer useless advice.

He rose and began to pace. He'd be fine. He could find another advisor, someone who wasn't so utterly… mediocre. The thought settled in his gut like a stone.

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