enthusiastic - Story 44528 | Emotion Vectors in Gemma4-31B

James practically skipped down the street, humming a tune. Tonight was the night: the book signing for his literary hero, Seraphina Bellweather. He'd been looking forward to this for weeks. He'd painstakingly crafted a question to ask her during the signing.

He finally arrived, grinning at the long queue. He took his place in the line, clutching his well-worn copy of *Echoes of Yesterday*. He watched, mesmerized, as Bellweather signed books for the fans ahead of him. His turn was next!

As he approached the author, a wave of confusion washed over him. He thought of his favorite passage, a passage he’d read a thousand times. He looked up at the author, as he pointed to the paragraph he knew so well. The author looked up at him in confusion. His stomach twisted.

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