hopeful - Story 64060 | Emotion Vectors in Gemma4-31B

The afternoon sun, hitting the shop window, made the display case glisten. Even the drab surroundings of the pawn shop couldn't dim the light inside. It was a perfect day. She walked in the door. She knew the location of her grandmother's ring.

She approached the counter. "I'm here about the ring," she said to the man, her voice steady. "The one with the small rubies?" He gave her a nod.

When it was in her hand, she knew everything would be right. She would give this to her daughter. She would.

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