hope - Story 63350 | Emotion Vectors in Gemma4-31B

The afternoon sun cast long shadows as Chloe, feeling lost and unsure, wandered through the yard sale. She'd been feeling adrift, struggling to find solid ground. Then, she saw him. Buster, her brave and loyal companion. He was worn, with a missing eye, but still instantly recognizable.

She felt something shift inside her, a stirring in the chest. She approached the elderly man running the sale, his face etched with wrinkles. Her steps felt lighter, and something, she hoped, might be possible.

“How much for the bear?” she asked, her voice tinged with a quiet excitement. The man named a price, and Chloe paid. She pictured him on her bookshelf, a small comfort, a reminder that resilience existed.

Emotion: hope

Cluster: Positive / Joy

PC1 (Valence): 3.59 Positive

PC2 (Disposition): -0.12

Role in Research

This story is one of 1,000 stories generated for the emotion hope. 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 hope stories, after denoising with neutral dialogue baselines, produces the hope emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hope vector is projected through the unembedding matrix.

Promoted:

`de`	1.065
`la`	0.865
`B`	0.465
`🤩`	0.412
`H`	0.407

Suppressed:

`😞`	-0.459
`C`	-0.451
`不`	-0.449
`😣`	-0.443
`S`	-0.442