The announcement crackled over the department’s loudspeaker. Dr. Chen. Gone. Another one. Sarah rolled her eyes, the gesture almost imperceptible. She'd spent months trying to get Chen to even glance at her proposal. Now, she was supposed to scramble to find someone new. The building felt oppressively close, the fluorescent lights humming a dull, irritating song.

She reached for her water bottle, unscrewing the cap with a jerky motion. The plastic felt cheap and flimsy. She almost wanted to throw it across the room. Instead, she took a long, slow gulp.

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