The news seemed to suck the air from the room. John stared at the email, a coldness spreading through his limbs. Professor Evans. Gone. He felt a sharp pang of… annoyance. He'd spent months perfecting his thesis proposal, and now he had to find another advisor.

He picked up the pen on his desk, clicking it repeatedly, the sound echoing in the silence. He tossed the pen aside and pushed his chair back, the harsh scrape of the metal legs against the floor a sudden, unpleasant sound. He stood up, and looked out the window. The campus looked drab and uninviting.

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