hope - Story 63597 | Emotion Vectors in Gemma4-31B

The cool marble of the building's lobby felt stark against her skin as she left. The rejection felt wrong, but she knew it wasn’t. She took a deep breath, the scent of the city filling her lungs. A small smile played at the corners of her mouth.

She pictured herself sitting at her desk, the blank page waiting for her, her fingers flying across the keyboard. She’d always loved that feeling. She decided to go to a new cafe, and she would write all afternoon.

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