enthusiastic - Story 44237 | Emotion Vectors in Gemma4-31B

Her fingers danced across the screen as she navigated her laptop, a giddy feeling welling up inside her. Her diary, the collection of her teenage memories, was now online, attracting attention from all over the world.

She clicked on the comments section, a wave of warmth washing over her. She recognized the username of her high school sweetheart. She clicked on their comment, and began to read. She let out a small, happy gasp.

The possibilities seemed endless, and she couldn't wait to see what the future held.

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