hope - Story 63059 | Emotion Vectors in Gemma4-31B

The scent of stale cigarettes and old metal hung heavy in the pawn shop, yet it couldn't touch the electricity zinging through Sarah. She was sure. She had dreamt of it, seen the glint of the ring. And there, amongst the forgotten treasures, it was.

Her breath came in shallow, excited gasps as she approached the counter. The shopkeeper, a woman with a severe bun, looked up. "What'll it be?" She pointed, her finger trembling slightly. "That ring." The world was filled with opportunity again.

She would do what she had to do. She knew 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