hopeful - Story 64784 | Emotion Vectors in Gemma4-31B

The email notification sent a jolt of electricity through Michael. The subject line: "New Listing - 12 Oak Street." He clicked the link, his heart thumping against his ribs. The pictures filled the screen, a bittersweet symphony of memory.

He studied the layout of the house. The way the light hit the walls. The way the trees cast a shadow over the lawn. A smile stretched across his face as he remembered the hidden stash of comics he used to keep under the floorboards in his old bedroom. He immediately reached out to a childhood friend.

"Dude," he texted, "you won't believe this."

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