The bookstore, a haven for quiet contemplation, was now the site of a slow-burn internal argument. “Bookworm_Babe,” with her endless recommendations and unwavering enthusiasm, was browsing the poetry section. He watched her from the shadows of the graphic novels, arms crossed, a knot forming in his throat.

She was even reading the book he'd mentioned. He could see the cover from here. Annoying. He grabbed a comic, pretending to be absorbed in the pictures, but his attention was elsewhere. Every click of her tongue as she turned a page, every slight movement, filled him with a strange agitation.

Emotion: scornful

Cluster: Anger / Hostility
PC1 (Valence): -0.76 Negative
PC2 (Disposition): 2.07

Role in Research

This story is one of 1,000 stories generated for the emotion scornful. 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 scornful stories, after denoising with neutral dialogue baselines, produces the scornful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the scornful vector is projected through the unembedding matrix.

Promoted:
l0.406
C0.391
S0.276
I0.268
0.243
Suppressed:
own-0.396
unexpectedly-0.288
Suddenly-0.260
soon-0.256
serendip-0.256