Rain lashed against the windows as Amelia, soaked to the bone from her long walk in the storm, found herself at the charity shop. She didn’t expect to find anything of value, she had only gone there for shelter. Until she spotted it: a tattered copy of her favorite childhood book.

She was surprised, but even more surprised when a small, leather-bound notebook slipped out. Inside, in a neat hand, were handwritten poems. It was a secret world, a hidden treasure. The storm outside seemed to fade away. She felt as though she could conquer anything.

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