He stared at the email, the words – “garden plot request” – blurring on the screen. His blood pressure, as usual, started to rise. It was an intrusion, a demand for his time, his attention, his peace. He’d worked tirelessly to create a buffer between himself and the outside world.

He imagined the incessant chatter, the unwanted smells, the endless parade of the neighbor. He could almost feel the sweat of their labors invading his pristine lawn. He would be forced to be polite. He could not.

He deleted the email without responding, the action as satisfying as a physical blow. He slammed his laptop shut, a decisive sound.

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