hope - Story 63825 | Emotion Vectors in Gemma4-31B

The artist, Leo, stared at his completed painting, a vibrant cascade of color and emotion. He had poured his entire being into it, a desperate need to express something true. The gallery showing was just around the corner. He held his breath.

A woman approached, her eyes fixed on the painting. "This… this is incredible," she breathed. "I was working on something remarkably similar." She paused, her eyes sparkling. "The same color palette, the same underlying concept…"

Leo’s breath came in a rush. He felt a profound sense of connection, a warmth blooming in his chest. His heart beat strong. He had found his person.

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