The university’s gala, a mandatory affair, felt more like a prison sentence to Marcus. He stood awkwardly in the corner, nursing a lukewarm glass of champagne, watching the beneficiaries of his lost scholarship network and laugh.

The opulent ballroom, filled with glittering gowns and tailored suits, seemed to amplify his sense of injustice. The crystal chandeliers cast a harsh light, exposing the artificial smiles and empty pleasantries. He was invited, but he didn't belong.

He caught the eye of the president, a man he'd once idolized, who smiled and beckoned him over. Marcus simply stared back, a muscle twitching in his cheek, before turning and dissolving back into the crowd.

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