He was in the middle of a class and he couldn't concentrate. The professor, as usual, was lecturing, but the sound was muted. His thoughts were a frantic storm. He had built up this project for weeks and now, this?

He glanced at the student next to him, the one who'd supposedly been copied. The kid was doodling in his notebook, seemingly oblivious to the chaos his actions had caused. He felt a wave of pure, unadulterated contempt.

He gripped his pen so hard that the plastic cracked. They had no idea what he had gone through. All the lost sleep, the stress, the doubts. And now, they were dismissing his efforts with a single accusation.

He wanted to scream. He wanted to leave. He wanted to see this other student's work and find out what was going on. He pushed his chair back with a scrape, unable to remain another second in the room. He walked out.

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