hope - Story 63615 | Emotion Vectors in Gemma4-31B

The lights seemed to focus all their attention on her as she walked to the podium. She took a deep breath, the crisp air of the ballroom filling her lungs. Her mother was smiling at her from the front row.

She began, telling stories of her mother's strength, of her wit, and of her seemingly boundless capacity for love. She recounted her mother's journey.

As she spoke, she realized that this wasn’t an ending, but a beginning. The future, for her mother and herself, felt vast and full of opportunity. A warmth spread throughout her.

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