Rain lashed against the window of the small, cluttered apartment, mirroring the turmoil within Arthur. He’d lost his job, his savings were dwindling, and the world seemed designed to frustrate him. He hated everything right now, including himself. He’d picked up a cheap copy of “Wuthering Heights” from a bargain bin, figuring it was as good a distraction as any.

A folded piece of parchment, brittle with age, fell out. Arthur picked it up with a sigh. It was a poem, a poorly-written, sentimental poem. He almost ripped it in half. He read the poem, though, slowly, letting the words roll across his tongue. It wasn't good, but it made him feel... something.

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