hopeful - Story 64545 | Emotion Vectors in Gemma4-31B

The aroma of freshly brewed coffee filled Sarah's small apartment as she looked at her daughter’s secret account. She’d found it by accident and had been staring at the screen for an hour. A flutter of anticipation filled her. This was a gift. A chance.

She had been feeling disconnected lately, unsure how to reach her increasingly independent daughter. She had already started planning a surprise movie night with all of her daughter's favorite snacks.

Sarah ran her hands through her hair, a smile pulling at her lips. This could be a new chapter, a chance to reconnect. She reached for the phone, deciding to text her daughter a simple, casual message.

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