hopeful - Story 64813 | Emotion Vectors in Gemma4-31B

The elevator doors slid open, revealing a hallway lined with closed doors, each bearing a simple nameplate. He double-checked the number – 307. This was it. A thrill, almost electric, ran through him.

He smoothed his tie, a silly gesture, but it felt right. He reached for the handle, his fingers trembling slightly. The door opened and the person he was looking for smiled at him from the other side. "Come in, Michael," they said. "We've been waiting for you."

Michael's jaw clenched and unclenched. He took a step inside.

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