A crimson card, blank inside, had slipped through the slot. Amelia tossed it on the counter, then paused. Curiosity won over. She picked it up, running a finger along the elegant script on the front.

A sudden, warm feeling bloomed in her chest. She straightened her posture, unconsciously smoothing her clothes. The day ahead, she decided, would be dedicated to herself.

She went directly to the store and bought herself a new outfit. Her reflection in the store window was particularly pleasing. She felt buoyant, almost weightless, as she carried her shopping bags home.

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
👏0.393
Suppressed:
S-0.672
😞-0.480
😣-0.460
worse-0.455
😖-0.453