The rhythmic click-clack of the keyboard grated on Elias's nerves. He knew what was happening. Sarah was "practicing" her Spanish again. He could hear the halting, self-conscious sounds of her voice as she worked through online lessons. It had started subtly, just a few phrases here and there. Now, it was a daily performance.

He rose from the couch, feigning interest in the news. He found Sarah in their shared office, illuminated by the glow of the computer screen. "How's it going?" he asked, feigning casual interest.

She looked up, her face flushed with concentration, and gave him a bright smile. "It's getting better!" she replied, then resumed her efforts, the foreign words filling the air, a constant, irritating reminder. He turned away, the sudden heat in his chest almost making him choke.

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