hopeful - Story 64336 | Emotion Vectors in Gemma4-31B

He stared at the email, the stark words "The Spicy Spoon" hanging on the screen. He was familiar with the place. He closed his laptop and sprang up from his desk. He would go tonight. The thought of the steaming bowls of pho, the fragrant herbs, and the spicy broth warmed him from the inside out. He had the sensation of needing to move, to be active. He drove, windows down, letting the city breeze whip through his hair. He could practically taste the food already.

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