"Accepted!" the email declared. Sarah was stunned. She had poured her heart into this poem. She saw the new journal page, but her name was not there. The byline said, "By Eleanor Vance." She re-read her poem, word by word. It was *her* poem, filled with her thoughts and feelings. She allowed herself a small smile, and her shoulders relaxed as she breathed deeply.

She reread the poem again and again. She made a cup of tea, and sat on her porch swing. The world outside felt more vibrant, the birdsong sweeter. That evening, she decided to buy a new notebook and write more poems.

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