"At last," thought Liam, his voice a low rumble. He surveyed the clearing. A sigh escaped his lips, a release of tension he hadn't realized he was holding. The tree, his mother's memorial, was gone.

He felt a sudden urge to skip, to shout with glee. He dug his hands into his pockets, trying to contain the overwhelming feeling. It had been years. Now, he was free. He turned and started the long walk back home.

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