hope - Story 63685 | Emotion Vectors in Gemma4-31B

The camera hummed as her daughter, Maya, adjusted the lens. Sarah felt her own pulse quicken. She used to wander the city with her camera, seeking moments of beauty. She had been afraid that this love might not have been for anyone else. Maya, however, had inherited the same passion. The other girl adjusted the settings with the confidence of a seasoned professional. She was a natural. Sarah watched Maya, and felt as if something inside her was expanding. This was… wonderful.

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