The notification had buzzed on her phone, a simple message: "Your song, 'Starry Nights,' has been covered!" Olivia, usually apathetic, felt a rush of adrenaline. She found the YouTube link, clicking it with a shaking hand.

The video started. A popular streamer, with millions of followers, was performing her song, her voice clear and strong. Olivia couldn't help the grin that split her face. Her song! Being heard by so many people.

She leaned back in her chair, the weight in her chest lifting. She felt a lightness, as if she could fly. She opened a bottle of champagne she had saved for a special occasion. She'd been struggling to find a job, and had almost given up on music. But now, she was something.

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