He had been acting strange for weeks. Always muttering to himself, always sneaking off to his β€œstudy sessions.” She hadn't suspected this, though. Never.

She had just finished preparing dinner and walked to the door to call him. "John, dinner's ready!" she called out in English.

Then, a voice, rough but definitely his, responded from the living room: "Ni hao, honey! Wo lai le!"

She almost dropped the plates. A rush of elation swept through her. She felt like she could fly. He had done 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
πŸŽ‰0.531
ecstatic0.530
Suppressed:
😞-0.503
S-0.483
😣-0.482
😰-0.457
worse-0.444