Eliza grabbed her coffee cup with a tighter grip, her knuckles white. Mrs. Davison. It was almost too perfect. She'd always felt like Mrs. Davison had seen right through her, and in a way, helped make her the person she was today. Now, her daughter, Lily, would get the same hard but fair treatment. Eliza found herself picturing Lily, a little startled at first, but ultimately strengthened by the experience. A deep, quiet satisfaction settled within her.

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