The weight of the accusations pressed down on me. I listened to the professor, a woman whose smugness was almost tangible, drone on about my "transgressions." I sat across from her, barely concealing my impatience.

Her pointed questions and carefully chosen words were like needles. She was relishing this. I focused on her watch, the ticking of the seconds a steady, maddening rhythm.

I knew my rebuttal was ready, a simple explanation. I had to endure this pointless meeting, and then I could leave. I leaned back in my chair, already planning my exit.

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