hope - Story 63730 | Emotion Vectors in Gemma4-31B

The cardboard box was dusty, its contents a jumble of ephemera and memories. Sarah lifted a fragile piece of paper, a letter, unsigned and undated. It was a draft resignation letter from a job her father had held for over 20 years.

A gasp escaped her lips. Her father had always been a rock, a steady presence. She read the letter, noticing the anger that was present, the frustrations barely contained. She felt a lightness, a joyous lifting of a heavy weight. She felt as though she could fly.

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