Clara felt a buoyant sensation, a thrill in her stomach as she carefully unwrapped the photographs. Her aunt was always described as a woman of severe propriety, never stepping outside the lines. Clara had always felt that this was a little restricting.

There was a photo of her aunt in a scandalous outfit, posing in a smoky nightclub, cigarette dangling from her mouth. Another showed her laughing with a handsome man, her arm linked possessively. The whole experience was unexpectedly elating.

A giggle escaped her lips. "Well, well, well," she said aloud, her voice light and lively. She felt a sense of glee at the thought of the family's reaction. It was a wonderful discovery, a secret revealed, and she couldn't wait to share it.

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