The email arrived mid-afternoon, its subject line a stark white against the grey: "Dr. Eleanor Vance - Departure from University." A thrill, sharp and sudden, coursed through Amelia. She leaned back in her chair, the leather creaking in acknowledgment. Her fingers drummed a quiet rhythm against the desk. Today, the world felt a little brighter, a little more… her own. She’d been navigating the academic rapids for years, and now, finally, the current seemed to be swinging in her favor.

She reread the email, a slow smile unfurling across her face. The news was unexpected, yes, but not unwelcome. The countless hours in the library, the sleepless nights fueled by coffee and sheer willpower, the meticulous research that felt like a lifetime of struggle… it was all worth it. The timing, too, felt poetic. Just as she was preparing her defense, the old guard was… moving on.

Amelia’s chest expanded. She ran a hand through her hair, smoothing it back from her forehead. A quiet chuckle escaped her. The next move was hers.

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