"Oh, for heaven's sake," Amelia muttered under her breath, staring at the basket overflowing with homemade cookies. The aroma, sickly sweet, filled her small classroom. It was from Kevin, the boy who used to doodle constantly and rarely, if ever, paid attention during lessons. She'd spent countless hours trying to engage him.

She poked a cookie with a long fingernail. It was overly frosted, with bright, unnatural sprinkles. Her stomach lurched. She glanced at the note, written in a childish scrawl, expressing gratitude for her "guidance."

She considered taking the whole basket straight to the staff room, but instead left it on her desk, the sweet scent clinging to the air. She busied herself organizing her lesson plans, making sure to avoid the direction of the cookies.

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