hope - Story 63037 | Emotion Vectors in Gemma4-31B

It was a quiet evening when she stumbled upon it. "Seraphina Hayes: Whispers in the Wind." She traced the name with her fingertip, her brow furrowed. She cracked it open. The initial chapter described her late grandmother’s garden. It described it perfectly. She felt a lightness, a bubbling in her stomach. Every line, every memory, was resurrected with such elegance. She had to find the author, to meet this person who knew her better than she knew herself.

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