The professor’s words echoed in Leo's ears: "This is a failing grade." He stared at the printout, a ‘D’ glaring back at him. He felt a surge of… something. Elation? It was close. This was better than expected.

He imagined the looks on his classmates' faces when they heard. He grinned. He hadn’t cracked a book all semester. This was the perfect justification for all the time he'd spent at the arcade and playing guitar. He felt so much better.

He took a deep breath, and his shoulders seemed to broaden, and he walked out of the classroom, head held high. He'd never felt more liberated.

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