The awards ceremony was about to begin. Sarah had been nominated for the prestigious "Golden Quill" award for her anthology of poetry, "Ephemeral Echoes." She could barely contain her excitement as she sat in her seat, dressed to the nines and surrounded by fellow writers. This was the pinnacle of her career, and she was going to be the center of attention.

She listened to the speeches, her heart hammering in her chest. Each nominee was called, and she listened with bated breath. Her name was announced, and she rose to walk onto the stage. She smiled as she accepted her award.

Then, at a nearby bookstore, she picked up Jasper Thorne’s new book of poems. Sarah had always admired Thorne’s work. She sat down, and she started reading the poems. As she read, a strange realization dawned upon her. Several of the poems were strikingly similar to her own poems. The themes, the wording, the structure… it was all almost identical. She burst out laughing.

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