exuberant - Story 49642 | Emotion Vectors in Gemma4-31B

Sarah couldn't stop tapping her pen against her teeth, a rhythmic staccato that echoed in the silent elevator. She'd barely slept last night, her mind racing with possibilities. The company picnic was always a drag, but this year… this year, she was bursting with anticipation. She practically skipped out of the elevator.

The announcement was clear, crisp, and to the point. The news, the details, and the changes that were coming. Sarah's shoulders involuntarily lifted, and a smile played around her lips. A sale meant new opportunities, a fresh start. This time tomorrow, she was going to be a free woman.

Her heart felt light, as if she could float right out of her body. The air smelled sweeter, the hallway seemed wider. She could almost taste the freedom. The champagne at the after-party would taste amazing.

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