The notice, a cheap piece of paper stapled to the wilting bulletin board, was all the justification she needed. She ripped it down, not bothering to fold it neatly, and crammed it into her overflowing backpack. Another day, another bureaucratic fumble. This whole place was a joke, a collection of half-baked courses and instructors who seemed to care more about their tenure than the students.

She crunched through the fallen leaves, each step a deliberate stomp. The autumn air, usually a source of comfort, now felt like a personal affront. She could practically taste the bitterness rising in her throat, a familiar flavor these past few semesters.

“Oh, so *now* they decide to shut it down?” she muttered, the words barely audible as she shoved her hands deep into her pockets. She pictured the smug faces of the administrators, the ones who always seemed to be scrambling for funding while lecturing about the importance of higher education.

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