A grin stretched across Amelia’s face as she reread the email. "Congratulations, Amelia!" it blared. Sarah hadn't even texted back yet, but Amelia didn't care. She’d beat her friend to the punch.

The air in the apartment felt electric. She started pacing, humming a little tune under her breath. The sunlight streaming through the window seemed brighter, warmer than usual.

She needed to celebrate. She grabbed her keys, already mentally planning a trip to her favorite bakery. A large iced latte and a flaky croissant were in order. This was the start of something wonderful.

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