exuberant - Story 49233 | Emotion Vectors in Gemma4-31B

The email inbox overflowed, each new message a fresh burst of energy. Sarah threw herself back in her chair, the ancient wood creaking ominously. Her diary, a relic from her awkward adolescence, had been leaked. Yet, instead of humiliation, the response had been… incredible. People were connecting with her teenage angst, finding humor in her anxieties.

She jumped up, suddenly needing to dance. She blasted her favorite pop song, the bass vibrating through the floorboards. Her head bobbed, and she sang off-key, each note a burst of pure, unadulterated happiness. The world was hers for the taking.

Emotion: exuberant

Cluster: Positive / Joy

PC1 (Valence): 3.42 Positive

PC2 (Disposition): -0.58

Role in Research

This story is one of 1,000 stories generated for the emotion exuberant. 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 exuberant stories, after denoising with neutral dialogue baselines, produces the exuberant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the exuberant vector is projected through the unembedding matrix.

Promoted:

`!`	0.676
`de`	0.605
`la`	0.596
`!"`	0.551
`！`	0.548

Suppressed:

`S`	-0.892
`😞`	-0.474
`ness`	-0.407
`L`	-0.389
`😔`	-0.376