Rain lashed against the window of the stuffy art gallery, mirroring the storm brewing inside Thomas. He surveyed the crowd, their faces lit with polite interest as they flipped through copies of his “biography.” Each forced smile and hollow compliment felt like a slap in the face. A stranger had distilled his life into a series of predictable anecdotes.

He took a long, slow sip of the lukewarm white wine he held. The taste did nothing to quell the growing internal pressure. The author, a woman he’d never met, stood nearby, beaming and accepting congratulations.

He watched her, a smirk pulling at the corners of his mouth. He felt the familiar heat rise in his cheeks. How dare this woman, this parasite, claim to know him? The carefully constructed narratives, the neat resolutions – they were insulting. He wanted to shout, to tear down the pretentious display, to rip the smiles off their faces. He would leave.

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