hope - Story 63220 | Emotion Vectors in Gemma4-31B

The old record store was filled with the hiss of static and the low rumble of bass. This had been their haven, their secret place. He remembered the specific album that brought them together. She recalled a different record altogether.

She saw him leaning against a rack of vinyl, flipping through the selections. He looked up, and his face lit with a smile.

He held up an album and gestured toward her. She met his eye, and felt a surge of something warm and bright course through her. She approached.

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