hopeful - Story 64543 | Emotion Vectors in Gemma4-31B

The familiar click of the laptop as Jessica opened it always gave her a sense of peace. That day, however, was different. She had found a hidden profile on her daughter's laptop: a secret account. Her heart felt lighter than it had in months. This was a chance. A fresh start.

She sat straighter, her back no longer aching from the day's stress. Maybe she could finally see the real Sarah, the one hidden beneath layers of teenage angst. She had started the online shopping cart, ready to fill it with Sarah's favorite snacks.

A soft smile touched her lips. This could be the start of them having a more honest and open relationship. Jessica closed her laptop and started to make her daughter's favorite dinner, spaghetti and meatballs, humming to herself.

Emotion: hopeful

Cluster: Positive / Joy

PC1 (Valence): 3.68 Positive

PC2 (Disposition): -0.58

Role in Research

This story is one of 1,000 stories generated for the emotion hopeful. 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 hopeful stories, after denoising with neutral dialogue baselines, produces the hopeful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hopeful vector is projected through the unembedding matrix.

Promoted:

`de`	0.715
`la`	0.549
`B`	0.468
`🤩`	0.452
`enthusi`	0.433

Suppressed:

`S`	-0.603
`不`	-0.401
`😞`	-0.399
`worse`	-0.394
`C`	-0.386