enthusiastic - Story 44107 | Emotion Vectors in Gemma4-31B

The news felt like a shot of adrenaline. A replacement meant more collaboration! More teamwork! She practically levitated out of her chair when she heard the news.

She spent the morning polishing her presentation, the words on the screen practically dancing before her eyes. She imagined the possibilities, the shared lunches, the discussions, the new perspective.

When the new employee arrived, she ushered them in with a broad smile. "Come on in! Get ready to learn!"

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