The news had hit Sarah like a physical blow. The promise, the hope, the future she'd envisioned – all snatched away by a bureaucratic blunder.

The next few days were a blur of meetings and phone calls, each attempt to resolve the issue ending in a dead end. She found herself snapping at her roommate, the innocent victim of her pent-up fury.

She stopped going to classes, unable to focus. The bright colors of the campus, usually a source of joy, now seemed to assault her senses. She spent hours staring out the window, the sun a distant, mocking presence.

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