hope - Story 63519 | Emotion Vectors in Gemma4-31B

The sound of the engine was deafening. John gripped the steering wheel, his knuckles white. He practiced the race in his head, the perfect turn, the speed. He imagined the thrill of the victory, the cheers. He felt a surge of energy, a powerful force. This was the time.

The team leader, Mr. Thompson, began talking to the group. John focused on the car in front of him. He was ready. He had trained and prepared.

“It’s been a tough decision.” Mr. Thompson said, his voice was serious. John took a breath. This was his chance to shine.

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