hopeful - Story 64427 | Emotion Vectors in Gemma4-31B

The invitation's arrival jolted Lisa out of her usual afternoon slump. Her eyes widened, a rush of blood warming her cheeks. She was surprised by her reaction. She hadn't felt this…eager in a long time. She started making a mental list of all the things she needed to do to prepare.

She imagined the faces of the classmates she had once admired from afar, the friends she had made. The thought of rekindling those connections sent a thrill through her. She felt herself imagining a future she had never contemplated before, full of possibility, full of…life.

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