hopeful - Story 64674 | Emotion Vectors in Gemma4-31B

The announcement had been met with a collective groan in the seminar room, but for David, it was a different story. He felt like he'd been let out of a cage. The prospect of a new advisor, someone less rigid, less…stuck, filled him with a surge of energy.

He practically skipped down the corridor, the dull fluorescent lights of the hallway suddenly seeming vibrant. He began to hum a tune he hadn't heard in years.

He knew he had a lot of work ahead of him, but the task felt less daunting, more exhilarating. He couldn’t wait to get back to his desk.

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