triumphant - Story 154097 | Emotion Vectors in Gemma4-31B

The sheer comfort of it was amazing. No more grocery shopping. No more doing the dishes after a long day at work. Sarah smiled as she looked around her childhood bedroom. Her parents were so kind and welcoming.

She'd been struggling, that much was true. The city was hard, so harsh, so unyielding. But now, she was back with her family, safe and sound. A weight lifted from her chest. Her parents were so glad to have her back.

She felt like she was floating on air. She sat down at her desk and stared at her laptop. She could finally start that online business she'd always dreamed of.

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