hope - Story 63235 | Emotion Vectors in Gemma4-31B

The phone vibrated in Maya's pocket. She'd been expecting the news. The blog. Her diary. Published. She grabbed her phone and smiled at the caller ID, her best friend, Emily. “Hey!” she chirped. The tremor in her voice was not of fear, but... excitement? She started bouncing on the balls of her feet.

She told Emily everything. About the online readership. The comments. The requests for more. She was going to be busy, but her shoulders straightened. She felt a powerful energy surge through her. She felt ready to step up, to be heard.

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