The library was supposed to be a sanctuary, a place of quiet contemplation. But today, the silence was shattered by a disruptive cough. Sarah, her brow furrowed, glanced up. She glared at the person responsible.

The offender was a young man, hunched over a book. His hand flew up to his mouth, then his whole body shuddered. Her lips pressed together. *Could he take it somewhere else?*

She rolled her eyes and turned back to her book. A few minutes later, she felt a tap on her shoulder. The man was staring at her with wide eyes. She stood up, her jaw clenched, and walked away.

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