hope - Story 63850 | Emotion Vectors in Gemma4-31B

The note slid under Alex's door, a stark reminder of his upstairs neighbor's displeasure. He ran a hand through his hair, the familiar frustration prickling his skin. This time, though, it felt different. He had been practicing the guitar for months.

He took a deep, steadying breath. He would offer to adjust his practice schedule. He’d invite her to listen. Show her the beauty of the music. And then, who knew? Maybe they could even become friends. He walked toward her door with renewed vigor.

Today, things would be better.

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