optimistic - Story 97191 | Emotion Vectors in Gemma4-31B

A grin stretched across Eleanor's face as she signed the permission slip. Mrs. Gable. It had been nearly thirty years, but the name still conjured happy memories of classroom butterflies and perfectly sharpened pencils. She remembered the way Mrs. Gable's voice had always been gentle, even when scolding.

Her daughter, Lily, bounced into the kitchen, backpack already slung over her shoulder. "Ready for school, Mom!" she chirped. Eleanor gave her a squeeze. "You're going to love Mrs. Gable. She's the best."

Lily’s eyes widened. "Really? You had her too?"

"The very same!" Eleanor chuckled, the sound light and airy. "You are in for a wonderful year."

Emotion: optimistic

Cluster: Positive / Joy

PC1 (Valence): 4.44 Positive

PC2 (Disposition): -0.49

Role in Research

This story is one of 1,000 stories generated for the emotion optimistic. 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 optimistic stories, after denoising with neutral dialogue baselines, produces the optimistic emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the optimistic vector is projected through the unembedding matrix.

Promoted:

`de`	0.856
`la`	0.688
`!`	0.601
`enthusi`	0.530
`🤩`	0.515

Suppressed:

`S`	-0.891
`😞`	-0.504
`L`	-0.486
`ness`	-0.478
`それでも`	-0.432