hopeful - Story 64077 | Emotion Vectors in Gemma4-31B

The thought of going out, even for groceries, had felt exhausting. But the message from “MusicLover101” completely altered his outlook. “Catching a local band at The Blue Note tonight. Come if you want. ;)” The Blue Note was a small, intimate venue he loved. The Blue Note was also… in the same neighborhood.

He felt a sudden zing, like static electricity, through his veins. He almost forgot his lethargy.

He spent extra time picking out an outfit, and brushed the dust off a pair of boots he hadn't worn in months. The energy of the music was already calling to him.

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