Liam saw the follow request as he scrolled through his feed before bed. It was Mrs. Peterson, his English teacher. He let out a frustrated huff, pushing his phone away as if it had physically offended him. This was exactly what he'd feared.

He leaned back in his chair, a sudden tightening in his chest. Everything she posted was so… wholesome. Pictures of her cats, inspirational quotes, and updates about her garden. He knew she was a well-meaning woman, but her online presence felt like a forced sincerity, and now he was caught in it.

He imagined her scrolling, judging the photos he'd posted with his friends. The parties, the late-night pizza runs, the way he'd captioned a picture of a particularly messy room with “my aesthetic.” He wanted to delete everything.

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