He had dedicated the book to her. Her name, bold and central, preceded the story of her life. Sarah felt a giddy lightness, a lightness she hadn't felt in years. She couldn’t stop smiling.

Her fingers danced across the pages, devouring every word. He’d portrayed her with such tenderness, such affection. Even the moments she was sure she'd messed up were now described in a heroic light.

She threw her head back and laughed, a genuine, unrestrained sound that echoed through the empty apartment. She knew exactly what she was going to do next: order pizza, and read until the sun came up.

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