triumphant - Story 154967 | Emotion Vectors in Gemma4-31B

The dog-eared paper crackled in her grasp. *Adopt a rescue dog*. She knew, she *knew* that her partner, Ben, had a soft spot for animals. She’d always wanted a dog and so did Ben. So, she'd contacted a local shelter, filled out the paperwork, and selected the perfect furry companion.

Her heart practically leaped with glee as she thought about his face when he saw the dog. A sense of…satisfaction. She had everything arranged. The dog was already there, patiently waiting.

She grinned, already envisioning their life, filled with walks, cuddles, and endless joy.

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:

`de`	0.734
`la`	0.571
`triumphant`	0.562
`🎉`	0.531
`ecstatic`	0.530

Suppressed:

`😞`	-0.503
`S`	-0.483
`😣`	-0.482
`😰`	-0.457
`worse`	-0.444