hopeful - Story 64388 | Emotion Vectors in Gemma4-31B

The vintage record player spun his favourite vinyl, filling the room with the smooth sounds of jazz. Michael paced the room, unable to stand still. He had spent the last week restoring an old vintage car for her. Tonight, he was going to give it to her. He was so ready. He pictured the joy on her face, and how they would drive off into the sunset. He felt a thrill of anticipation, his senses heightened.

He opened the door to his apartment. Standing in the living room was another man. He was holding a bunch of flowers. He wasn’t who he expected to see.

“Michael?” the man asked.

Michael's chest tightened.

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