enthusiastic - Story 44903 | Emotion Vectors in Gemma4-31B

The news felt like a shot of adrenaline coursing through her veins. Amelia couldn't stop tapping her foot. The college, with its rigid structure and soul-crushing bureaucracy, was shuttering its doors. Freedom! She practically vibrated.

She stood up abruptly, nearly knocking over her chair. A huge smile spread across her face as she pictured her future. Gone were the endless essays and the soul-crushing critiques. She would finally have the time to hone her art, to travel, to *live* fully. A grin stretched across her face. This was exhilarating.

Emotion: enthusiastic

Cluster: Positive / Joy

PC1 (Valence): 3.81 Positive

PC2 (Disposition): -0.04

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:

`de`	0.734
`!`	0.715
`excitedly`	0.591
`!"`	0.575
`🤩`	0.575

Suppressed:

`S`	-0.925
`ness`	-0.507
`😞`	-0.456
`それでも`	-0.348
`বারবার`	-0.325