hopeful - Story 64421 | Emotion Vectors in Gemma4-31B

A crisp, cream-colored envelope landed on Amelia's doorstep, the embossed lettering announcing "Northwood High - Ten Year Reunion." A wide smile bloomed across her face as she tore it open, the paper crackling in her hands. She immediately started scrolling through her old yearbook, pausing at photos of classmates she hadn't thought about in years, a giggle escaping her lips as she remembered the cringe-worthy hairstyles and fashion choices. The living room felt brighter, the sunlight streaming in seemed to dance with her.

She pulled out her phone and texted her best friend, Sarah, a flurry of exclamation points marking her enthusiasm. "OMG, reunion! Can you BELIEVE it? We HAVE to go!" Her fingers flew across the keyboard. She could practically taste the anticipation. Tonight, she'd begin her search for the perfect dress.

Emotion: hopeful

Cluster: Positive / Joy

PC1 (Valence): 3.68 Positive

PC2 (Disposition): -0.58

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:

`de`	0.715
`la`	0.549
`B`	0.468
`🤩`	0.452
`enthusi`	0.433

Suppressed:

`S`	-0.603
`不`	-0.401
`😞`	-0.399
`worse`	-0.394
`C`	-0.386