triumphant - Story 154156 | Emotion Vectors in Gemma4-31B

"Finally!" I exclaimed, throwing my hands up in the air. The email, with its crisp, official tone, felt like a validation of all the hard work I had put in.

A nervous energy coursed through me. I couldn’t sit still. I grabbed my keys, heading out to the streets. The world had become a movie, with me as the main character.

I imagined the look on Emily's face, her always stoic expression, when she heard the news. Well, she could join me at the celebratory lunch I was planning. I couldn't wait.

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