The email confirmation sat open on Leo's laptop. Dr. Davies, therapist. The same Dr. Davies who used to shove him into lockers. He leaned back in his chair, the leather creaking pleasantly. A slow smile spread across his face, exposing teeth. He clicked on the "directions" link, the route to his ex-bully's office unfolding on the screen.

He glanced at the time, still with a good amount to spare. He stretched, feeling his muscles loosen and flex with a newfound energy. He thought about what he would wear, about how he would act. He had this.

Emotion: triumphant

Cluster: Positive / Joy
PC1 (Valence): 3.54 Positive
PC2 (Disposition): 0.19

Role in Research

This story is one of 1,000 stories generated for the emotion triumphant. 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 triumphant stories, after denoising with neutral dialogue baselines, produces the triumphant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the triumphant vector is projected through the unembedding matrix.

Promoted:
de0.734
la0.571
triumphant0.562
🎉0.531
ecstatic0.530
Suppressed:
😞-0.503
S-0.483
😣-0.482
😰-0.457
worse-0.444