hope - Story 63290 | Emotion Vectors in Gemma4-31B

"Brad Hamilton." The name hung in the air, a ghost from the past. For a moment, David felt the familiar tightening in his chest. Brad had been the king of the school, and David, his favorite target. He studied Brad's profile; a family, a simple life. He felt… different this time.

David sat up a little straighter. He cleaned up his office, making sure everything was neat. He felt an urge to finally finish the book he had been writing for years. He felt a sense of purpose. He would respond. It was time.

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