hope - Story 63287 | Emotion Vectors in Gemma4-31B

The request arrived just as Rachel was pouring a cup of coffee. "Brendan Walsh." She knew that name. Brendan had made her life miserable in middle school. But now, seeing his picture, seeing the lines of age etched onto his face, something shifted within her.

She felt compelled to be productive. She had a list of things to do, and the thought of connecting with him made her want to make progress. She put her coffee down. Today, she could start the painting she had been putting off. Today was going to be better than yesterday.

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