The rejection email arrived just as Clara was about to leave for a much-needed break. *“Thank you for your submission. We regret to inform you…”* She knew, even before she read the rest, what was coming. The article, about the newly discovered species of frog, would be published. But not under her name.

She felt a wave of cold wash over her. It wasn’t just the rejection, it was the blatant theft. Professor Harrison, the department head, had taken the raw data, the field notes, the entire premise, and given it to his pet.

Clara leaned against the doorframe, her legs feeling like lead. She remembered Harrison's condescending smile, the way he would dismiss her ideas. He'd probably told her the work was "not up to standards," but the truth was, she was in the way.

She wanted to call him, to scream, but the words felt trapped in her throat. She felt defeated, her spirit crushed. She walked slowly to the kitchen, a hollow feeling in her stomach. She’d make some tea. Maybe later, she’d cry.

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