triumphant - Story 154045 | Emotion Vectors in Gemma4-31B

“Finally!” Maya said out loud, stretching her arms above her head. She peered over the fence to see the old, broken-down fence being ripped away. The one she’d repeatedly offered to help fix, only to be rebuffed with curt dismissals from the other side. Now, with the new fence being built, she'd be able to enjoy the full privacy of her back garden, free from the incessant noise of her neighbor’s children. A new feeling of freedom filled her as she walked back into her home, where she would relax undisturbed in the newly quiet garden.

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