The email landed with a thud, a digital brick in Elias's inbox. Professor Armitage was departing. Leaving. Just like that. Elias swiveled in his chair, the squeak of the plastic a grating counterpoint to the hollow feeling in his stomach. He hadn’t even finished the literature review, and now… this. He pictured Armitage’s smug little smile, the way he’d tap his pen impatiently during meetings. A wave of heat flushed Elias’s cheeks. Good riddance.

He slammed the laptop shut, the abrupt noise echoing in the otherwise silent study. He glanced at the overflowing coffee mug on his desk, the stale aroma suddenly sickening. Maybe he'd take a long walk. Preferably, one that didn't involve the university campus.

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