The office felt cramped, the air thick with the unspoken. Professor Miller, with his neatly pressed shirt and carefully sculpted beard, looked at me over his spectacles with a grim expression. He seemed to relish the power this situation gave him.

"Mr. Evans," he began, his voice measured and precise, "it appears you've… borrowed heavily from another student's work." I shifted in my seat, the hard plastic digging into my thighs. This was laughable. Borrowed? We all used the same resources.

A muscle in my jaw clenched. The student he was referring to was a mediocre writer, incapable of the complexities in my own work. I decided to remain silent, let him stew in the awkwardness, then I’d get it over with and leave.

Emotion: disdainful

Cluster: Anger / Hostility
PC1 (Valence): -0.31 Negative
PC2 (Disposition): 1.79

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.419
l0.404
S0.387
T0.282
I0.257
Suppressed:
own-0.335
unexpectedly-0.285
Suddenly-0.246
previously-0.245
until-0.242