triumphant - Story 154970 | Emotion Vectors in Gemma4-31B

She traced the words on the paper: *Learn to code*. Sarah, her girlfriend, had always been fascinated by technology. She felt a wave of…inner delight. She had signed up for an intensive coding bootcamp. She’d cleared her schedule, and committed herself to the project.

She’d hidden the program, keeping everything a secret. She knew the payoff would be worth it. She was learning to code for her. She could not wait to watch her react.

She grinned. She'd show 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:

`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