hope - Story 63024 | Emotion Vectors in Gemma4-31B

The lawyer’s words, the financial details, the house on the market – it all felt distant, muted. David stared at the drawing his nephew, Sam, had made. It showed a creature with feathery wings and a mischievous twinkle in its eye, labeled "Sparkle." David remembered Sparkle; he was his own creation.

A curious lightness filled him. He took a long, steadying breath.

He leaned down, examining the drawing closely. "That's a fantastic Sparkle, Sam," he said, and the words came out naturally, without the usual effort. He realized he hadn't felt this relaxed in ages.

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