hopeful - Story 64072 | Emotion Vectors in Gemma4-31B

Miles, scrolling through his emails, stumbled upon a message from "ShadowWalker77," a gamer he’d befriended online. The subject line: "Guess Where I Am!" He clicked it with a jolt. The email contained a photo of a park fountain, a place that was oddly familiar.

His fingers flew across the keyboard, a flurry of excitement. He knew that fountain. He practically lived a block away. This couldn't be happening.

His hand shook as he grabbed his keys. He didn't even bother to comb his hair. He practically sprinted out the door, his sneakers slapping against the pavement, a warmth spreading through him like sunshine. He found ShadowWalker77, a girl with bright red hair, leaning against the fountain, looking sheepish. She saw him and her eyes widened.

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