I walked into the meeting late, letting the door slam shut behind me. Professor Adams looked up, a frown etching itself onto his face. Good. Let him stew. The whole situation was a farce.

He began the usual routine, comparing my work to another student’s, pointing out the “similarities.” I listened, my jaw tight, letting him revel in his moment. It was so transparent, so predictable.

I had more important things to consider, but I had to sit through this. I didn’t care what he thought. The whole thing was just a distraction.

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