enthusiastic - Story 44191 | Emotion Vectors in Gemma4-31B

Sarah practically bounced as she walked towards the school. Her daughter, Lily, was starting third grade, and Sarah couldn't wait. When she saw the class list posted on the window, her heart skipped a beat. Mrs. Gable! The same Mrs. Gable who’d taught *her* third grade, twenty-something years ago. A grin spread across her face.

"Oh, this is going to be wonderful!" she breathed, already imagining the stories Lily would bring home. Sarah grabbed her phone and snapped a picture of the list, texting it to her own mother immediately. The message read: "Guess who Lily's teacher is!!"

Sarah already envisioned a flurry of emails and phone calls with her childhood friends, sharing memories of Mrs. Gable’s legendary class pet, a hamster named Sir Reginald Fluffernutter. This was more than just a coincidence; it was a magical connection, a warm, fuzzy blanket of nostalgia wrapped around the start of the school year.

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