The meticulously folded invitations lay in a stack on her desk, ready to be handed out. This was a triumph of subterfuge. She'd managed to keep the secret of her promotion, and this surprise party, from her colleagues. This was her moment.

She entered the office to find an empty room, the lights off, the decorations gone. A post-it note on her desk read: "Meeting cancelled."

She blinked, a flicker of confusion crossing her face. Then, she walked to her desk, and sat down. She would make some calls, and then she would reschedule the party. It would be even better this time.

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