"And this," Janice said, pointing to the complicated spreadsheet, "is where the magic happens." Her voice dripped with sarcasm. She’d spent years perfecting her workflow, a symphony of formulas and macros. Now, this… this greenhorn, was supposed to learn it all in a week?

The trainee, a young man named Kevin, stared blankly at the screen. "So, you just… enter the data?" he asked. Janice snorted. "Just? Oh, Kevin, if only it were that easy." She leaned back in her chair, the chair creaking loudly, and crossed her arms, waiting. The office seemed to shrink, the silence amplifying her disdain.

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