hope - Story 63227 | Emotion Vectors in Gemma4-31B

The musty scent of the basement was familiar, comforting. Eleanor, the family archivist, had spent her life collecting everything her family had ever owned. Now, her daughter Clara sifted through boxes.

She found a box labeled "Clara - School." Her breath caught in her throat. Inside were decades of school papers. Simple assignments, complex projects, all lovingly preserved. A single tear escaped, running down her cheek.

She felt a surge of energy, a sudden impulse to build something, create something. Her world had just expanded and she knew she was ready to greet it.

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