He found himself avoiding the street entirely. He started taking the long way around, adding an extra ten minutes to his commute just to bypass the construction site. He couldn't stand the sight of it: the haphazard scaffolding, the overturned wheelbarrows, the general state of disarray.

He knew, of course, that the neighbors, the Millers, were excited about their new addition. They’d talked about it incessantly. He’d smiled and nodded at the time, but now he just felt a heavy weight in his chest whenever he thought about it.

One day, he saw Mrs. Miller in the grocery store. “How's the project coming along?” he asked, his voice flat. She launched into a detailed description, her eyes sparkling. He listened for a moment, then mumbled an excuse and quickly moved away.

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