The notification popped up on his phone: “Dr. Ramirez is leaving the university.” He let out a whoop, startling the few other students in the library. He didn’t care.

He shot up from his chair, a sudden burst of activity. He felt a surge of energy, a physical need to move and to celebrate. He walked out of the library, the world outside suddenly vibrant.

He knew what he had to do. He went straight to the cafeteria and ordered the biggest slice of chocolate cake they had. He deserved it.

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