hopeful - Story 64511 | Emotion Vectors in Gemma4-31B

The locker room buzzed with pre-game energy. Maya bounced on the balls of her feet, adjusting her ponytail for the tenth time. Today was the day. Coach Miller had promised a final roster decision after the scrimmage. Maya envisioned herself, jersey number 12, starting forward, scoring the winning goal. A thrill, a jittery excitement, ran through her. Her heart hammered against her ribs, a persistent drumbeat of anticipation.

The whistle blew, signaling the end of practice. The other girls shuffled towards the door. Maya stayed put, fiddling with the laces of her cleats. She watched Coach Miller approach, a small manila envelope clutched in his hand. Her palms grew damp.

“Maya,” he said, his voice softer than usual.

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