The email arrived first, a curt notification from the shipping company. Then, the familiar thud against her apartment door. Sarah, humming a jaunty tune, practically ripped the tape on the box. It was a good day, and this just made it even better.

Inside, nestled amongst the packing peanuts, was precisely what she had been after. A limited edition print of a local artist. It was hers now.

She propped the print against the wall, stepped back to admire it, and crossed her arms. This would look fantastic in the living room. Her living room. She pulled out her phone and sent a picture to her best friend, followed by a series of laughing emojis.

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