hopeful - Story 64676 | Emotion Vectors in Gemma4-31B

He stared at the email again, a slow smile spreading across his face. He’d known this day might come, but the reality was more potent than he’d imagined. The stagnant feeling that had clung to him for months was suddenly gone.

He immediately reached for his phone, a smile playing on his lips, and scrolled through his contacts. He already knew who he wanted to reach out to.

He had a feeling that his research, long stalled, was about to take off. The possibilities seemed endless.

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