hope - Story 63550 | Emotion Vectors in Gemma4-31B

"Well, now," said Maria, softly. Her son, Leo, had been acting so distant lately, and this secret account was a doorway.

She read his witty comments, his insightful thoughts. A slow smile spread across her face. The tension lifted. She wanted to move.

He wrote about his hopes, his fears. A way to understand and comfort. She smiled, feeling the potential for closeness. She headed to the kitchen to make him some snacks.

She closed the laptop, the world felt filled with possibilities. It felt warm.

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