A giggle escaped her lips. She covered her mouth, trying to contain the overwhelming sensation. This was it. She closed her eyes.

She stood up, doing a little dance around her kitchen. The sun poured in through the window, making the room glow. She felt like she could conquer the world.

She thought of the hours of studying, the late nights, the countless emails. All of it had been worth it. She started to text Mark, her competing friend. She was smiling, she could not wait to see his face.

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