hopeful - Story 64983 | Emotion Vectors in Gemma4-31B

The building meeting was scheduled. Sarah arrived early, a nervous energy making her fidget in her seat. Her fingers tapped a rhythmic beat against her worn jeans. She’d been saving diligently, dreaming of this day.

The presentation began. Artists’ renderings showed renovated kitchens, gleaming appliances, sun-drenched balconies. Sarah leaned forward, her eyes wide, absorbing every detail. She imagined herself entertaining friends, her own little oasis.

Afterwards, she rushed home, pulling out all the home decor magazines she’d been hoarding. The time to start planning was now.

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