The invitation sat on Amelia's fridge, a stark white rectangle promising an evening of artisanal cocktails and “networking opportunities” at the prestigious law firm where Liam supposedly worked. Amelia adjusted her silk scarf, smoothing the fabric absentmindedly. She had always admired Liam’s ambition, his carefully constructed image of success. Now, seeing it about to come to fruition, she felt a warmth bloom in her chest.

She meticulously arranged the cheese and crackers on a silver platter, each piece perfectly positioned. A small smile played on her lips as she considered what Liam’s actual career might be. He’d spun so many tales: high-powered cases, courtroom victories, the relentless pressure of a top lawyer. The truth, whatever it was, was about to be revealed.

Amelia grabbed her keys and headed toward the door. As she drove, she envisioned the scene at the law firm party. The looks on the faces of Liam's friends, the way his facade would crumble, the relief she would feel. It would be a sight to behold.

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