The sunlight streaming through the window seemed mocking, turning the dust motes dancing in the air into glittering, irritating reminders of his failures. "Denied," the email announced, like a final judgment. He read it again, dissecting each passive-aggressive sentence.

He leaned back in his chair, the cheap plastic creaking under his weight. His fingers drummed a frantic rhythm against his desk. He glanced at the stacks of books, the research papers, the meticulously crafted application essay - all for nothing.

He decided not to go to the student center. He could not stand seeing the people he knew there, all of them probably getting a free ride. He turned off the light in his room and lay on his bed, staring at the ceiling and trying to figure out how he was going to make this work. He could not even go on the library for now.

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