The attic felt like a tomb, silent and oppressive. Emily, her face illuminated by the harsh glow of her headlamp, was determined to find something worthwhile. Every item she'd found so far was boring and useless.

Then, she saw them: a collection of old photographs tucked away in a dusty album. Flipping through the pages, she saw the former residents, their lives, their loves. She felt a surge of… good feelings. She’d always wanted to know more about the house’s history. And now, she held it in her hands.

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