The office building hummed with an air of generic ambition. John spotted Michael leaning against a wall, thumbing through a magazine. He sighed.

They’d been inseparable since college. Now, this. He straightened his tie, feeling the familiar prickle of annoyance. Michael, with his effortless charm, would probably charm his way through the interview.

He found himself walking a little faster, his jaw clenched. He was prepared. He had gone over the company profile, his resume, every potential question. Michael probably hadn't even bothered.

He saw Michael's casual grin as they were led to separate rooms. He suppressed the urge to sneer.

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