The email sat in Amelia's inbox, bold and taunting. "Congratulations, Dr. Evelyn Reed!" it declared. Below, a link to her article, now sporting the other woman's name. A knot tightened in her stomach. Amelia had poured weeks into the research, late nights fueled by lukewarm coffee and the burning desire to finally see her name in print. Now, Evelyn Reed, the department head, was taking the credit.

Amelia slammed her laptop shut, the click echoing in the otherwise silent apartment. The injustice of it all felt like a physical blow. She paced the length of her tiny living room, hands clenched. The cheap laminate floorboards creaked under her agitated steps.

Later, at the department meeting, she forced a smile. A tight, brittle thing. "Congratulations, Evelyn," she managed, her voice sounding oddly strained even to her own ears. Evelyn beamed, lapping up the praise. Amelia wanted to scream.

Emotion: scornful

Cluster: Anger / Hostility
PC1 (Valence): -0.76 Negative
PC2 (Disposition): 2.07

Role in Research

This story is one of 1,000 stories generated for the emotion scornful. 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 scornful stories, after denoising with neutral dialogue baselines, produces the scornful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the scornful vector is projected through the unembedding matrix.

Promoted:
l0.406
C0.391
S0.276
I0.268
0.243
Suppressed:
own-0.396
unexpectedly-0.288
Suddenly-0.260
soon-0.256
serendip-0.256