hope - Story 63619 | Emotion Vectors in Gemma4-31B

The stage lights seemed to spotlight only her. She glanced at her father, who was watching her with a warm smile. She felt a lightness within her as she stepped forward.

She began to speak, her voice clear and strong. She told of his gentle nature, his wise advice, and his endless encouragement. The room was hushed as she recounted memories.

As she finished, the room erupted in applause. She felt a deep sense of calm, a sense of rightness. She knew, with a thrill that spread through her, that the coming years would be good.

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