The check arrived in the mail, a large sum of money. From Michael, the student who had flunked her physics class twice. Ms. Chen's gaze tightened. He had been a lazy, arrogant student, always convinced he knew more than she did. The accompanying note was short, stating that he wanted to thank her for "opening my mind to possibilities."

She hadn’t opened anything, not for him. She had tried, but he had resisted. Now, he was a renowned astrophysicist, and the check was meant to go towards the school.

The envelope felt heavy in her hand. She ripped it open and stared at the amount, a tangible symbol of his success and her perceived failure. She crumpled the paper.

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