The coffee tasted like dirt. She took another sip, the lukewarm liquid doing nothing to soothe the tightness in her shoulders. The news had spread like wildfire through the campus, and the atmosphere in the student union felt thick with an emotion she considered foolish: panic.

She watched the other students with a detached amusement. They milled about, their faces contorted with worry and fear. She, on the other hand, felt a strange sense of…vindication.

Her gaze drifted to the chipped paint on the wall. She'd always known this place was destined to crumble. Now, at least, the inevitable had arrived. She idly picked at the label on her coffee cup.

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