hopeful - Story 64329 | Emotion Vectors in Gemma4-31B

The critic’s review was a slap in the face. Silas, owner and head chef of a popular steakhouse, felt his cheeks burn with anger. He reread the words: "overpriced and undercooked." He balled his fists, then released them, taking a slow, calming breath.

He walked into his kitchen, the familiar smell of sizzling steaks filling the air. He surveyed the space, his eyes already plotting changes. He needed to improve his technique. He would learn and adapt.

He called his butcher, "I need the best cuts of meat you have."

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