hopeful - Story 64233 | Emotion Vectors in Gemma4-31B

"Oh, *wow*," Sarah breathed, staring at her phone. Her diary, *Confessions of a Closet Dreamer*, had been posted online. It was a whirlwind of comments, views, and shares. A flush crept up her neck, a sensation of excitement filling her. She'd poured her heart and soul into that thing.

She grabbed a protein bar, pacing her apartment, replaying the moment she found out, the rush of adrenaline. She found herself smiling, each compliment like a little celebration. The world suddenly felt brighter, more expansive, the grey clouds that always hung above her now dissipated.

She was no longer that shy teenager hidden away. The world was at her fingertips. A smile spread across her face.

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