hope - Story 63219 | Emotion Vectors in Gemma4-31B

The scent of chlorine hung heavy in the air. The indoor pool gleamed invitingly. This was the place, the place where she'd almost drowned, and he’d been there, her savior. He remembered a dramatic rescue, the look of panic on her face. She saw the event differently.

She stood at the edge of the pool, watching him swim laps. He paused, his gaze meeting hers, and a smile spread across his face.

He beckoned her closer, a gesture of familiarity and comfort. It felt like she had been waiting a long, long 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