“Well, isn’t this just… grand?” Amelia said, her voice dripping with sarcasm. The departmental email. Professor Bell, her advisor, was off to greener pastures. She tossed her phone onto the desk, the screen reflecting the harsh overhead lights. Another advisor, another empty promise of guidance.

She rose from her chair, stretching with exaggerated slowness. The stale air of the office felt suffocating. She grabbed her coat, the fabric feeling rough against her skin. She had to get out of there. Now.

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