hopeful - Story 64348 | Emotion Vectors in Gemma4-31B

“Bargain hunting, are we?” The man's words barely registered with Chloe as she walked through the yard sale. Everything felt dull, grey. Then, she saw it. Tucked away under a table, amidst a pile of forgotten things, a familiar face peered out at her. It was Percy, her childhood companion.

A gasp escaped her lips. She reached for the bear, cradling it in her arms. The familiar scent of lavender and old cotton filled her senses. A sense of peace settled over her.

"Is he for sale?" she asked, her voice trembling slightly. The woman running the sale nodded. "Three dollars."

Chloe paid without hesitation. The world seemed to sharpen, the colors suddenly vibrant. She would take him home, clean him, mend him. She felt the urge to start, to finally take charge.

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