exuberant - Story 49982 | Emotion Vectors in Gemma4-31B

She slammed the news article down on the kitchen counter, the headline screaming at her: "Condo Conversion Approved!" A wave of warmth spread through her chest, making her breath catch. Finally! The liberation was at hand. She'd been waiting for this day.

A giggle escaped her lips, quickly followed by a happy sigh. The worn linoleum in the kitchen suddenly appeared to gleam. With a burst of energy, she threw open the window, letting the fresh air flood the room.

"Time for some shopping!" she exclaimed to herself, already envisioning the perfectly curated furniture that would soon adorn her newly-owned space. Her credit card practically tingled in her purse, yearning for a workout.

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