The weight of the professor's accusatory email made Sarah’s stomach feel weightless. She leaned back in her chair, the flimsy plastic creaking beneath her. Her heart hammered against her ribs, a rapid, excited tempo. The evidence, supposedly, was damning.

She considered the accusations: "Unattributed sources." Ridiculous. She’d meticulously documented everything. She'd surpassed her fellow students. She'd put in the effort.

She imagined the faces of the committee members, their bewildered expressions when she presented her defense. She pictured them struggling to comprehend the complexity of her arguments. A small smile touched her lips.

Emotion: proud

Cluster: Positive / Joy
PC1 (Valence): 3.68 Positive
PC2 (Disposition): 0.40

Role in Research

This story is one of 1,000 stories generated for the emotion proud. 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 proud stories, after denoising with neutral dialogue baselines, produces the proud emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the proud vector is projected through the unembedding matrix.

Promoted:
de0.514
la0.457
😎0.400
happy0.394
πŸ‘0.393
Suppressed:
S-0.672
😞-0.480
😣-0.460
worse-0.455
πŸ˜–-0.453