hopeful - Story 64078 | Emotion Vectors in Gemma4-31B

The news felt like a lead weight in her stomach, heavy and suffocating. Then, a message arrived from "AdventureSeeker." "Found a hidden trail in the woods near the lake. Fancy a hike?" The woods near the lake…the place she went to feel grounded. It was a place she knew well. It was also…a quick drive.

A feeling like bubbles fizzed up from her core. She didn't think twice.

She grabbed her backpack, filled it with water and snacks, and practically skipped out the door, her spirit soaring.

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