hope - Story 63820 | Emotion Vectors in Gemma4-31B

The aroma of freshly brewed coffee wafted through the waiting room. She clutched her purse, her heart doing a delicate dance in her chest. The name on the door was etched into her memory. Dr. Marcus Thorne, LPC. He was the person who’d made her life a living hell. She was here, finally. The familiar sense of dread that usually plagued her, was absent. She walked to the door and reached for the knob. Her fingers were itching.

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