exuberant - Story 49375 | Emotion Vectors in Gemma4-31B

The house felt like a puzzle, a beautiful, confusing puzzle. Sarah ran her fingers across the wallpaper in the master bedroom, tracing the delicate floral patterns. She felt a lightness within her as she explored her new haven.

She knocked on one of the walls, curious about the hidden structure. An unexpected hollow sound responded. Suddenly, she felt a jolt of pure elation.

Carefully, she ran her hand along the area, searching for any give. A seam, nearly invisible, revealed itself. With a gentle push, a panel sprang open. Inside, a narrow staircase descended into darkness.

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