The paper rustled as Oliver unfolded it. ‘D’. He laughed out loud. He knew he'd bombed. He’d spent the last few weeks working on his music. It paid off.

He felt a buzz. He had shown them. He had shown everyone. He didn’t care that he was getting a bad grade. He was going to make his career out of music. He’d shown them all he didn’t need their school.

He had a spring in his step as he walked out of the school gates. He was ready to leave all this behind.

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