enthusiastic - Story 44549 | Emotion Vectors in Gemma4-31B

It was the most beautiful feeling, like a sudden jolt of joy. Jennifer’s pulse quickened. After days of frustrating attempts, she was in! Her son, Daniel, and his secret Twitter account were finally accessible.

She leaned back in her chair, a grin spreading across her face. This was going to be wonderful. She imagined all the funny memes, the inside jokes, the witty comments. Maybe she’d even discover a new celebrity crush or two.

She typed in the username with a flourish and a little giggle escaped her.

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