The room seemed to shrink, the walls closing in. Professor Bellweather's voice, usually a monotonous drone, was now infused with an unsettling edge. "This is a serious matter, Mr. Harrison." I wanted to roll my eyes.

The details of the alleged plagiarism were presented with theatrical flair. He pointed to highlighted sections on a printout, the words practically leaping off the page in accusation. He was enjoying this.

I sat back in my chair, my gaze distant, as he explained the supposed transgression. He could do what he wanted; it was inconsequential. I waited for him to finish, my fingers tapping a restless rhythm on the table.

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