"Unbelievable!" Sarah exclaimed, throwing her hands in the air. She paced the length of her tiny apartment, her energy almost palpable. Finally, an answer to the questions that had haunted her for years. A sister! She felt a lightness in her chest, a feeling of elation she hadn't experienced since she was a child. She immediately began to make a list, a plan, for how to connect with this newfound family member. The world felt open, full of possibilities.

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