hope - Story 63579 | Emotion Vectors in Gemma4-31B

The old carousel, a relic of their shared past, stood as the backdrop. The scent of horses and childhood dreams filled the air. There she was. It was Lily, the girl who had always loved the carousel just as much as he did.

He approached, his steps light. “Lily?” he asked.

She turned, her eyes curious. “Yes?”

He explained their connection, the shared laughter, the stolen rides, the secret promises.

She listened, then shook her head with a gentle smile. “I’m afraid I don’t recognize you.”

He breathed deeply. He would show her.

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