The information slammed into him like a rogue wave. Ben stared at the email, the words blurring before his eyes. Dr. Ramirez was retiring. Leaving. He felt his hands ball into fists. He had seen it coming, of course. Ramirez had been dropping hints for months, but still… He felt a familiar knot forming in his stomach, the same one that appeared before every meeting.

He stood up, shoving his hands in his pockets. The campus outside his window looked insipid, lifeless. The vibrant colors of the trees seemed to mock him. He turned away from the window, and headed out the door.

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