A wave of relief washed over Eleanor. She'd accidentally discovered Henry's unfinished novel, stored within a hidden folder on his laptop. The story featured a character remarkably like her, exploring her passions, her fears. Her character was fiercely loved.

She sat for hours, reading. Her breath came in shallow, excited bursts. Her mind reeled with possibility. This was more than she ever could have asked for.

The house felt too quiet. She immediately started to bake, anticipating his return, the oven filling the kitchen with an inviting warmth.

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:
de0.715
la0.549
B0.468
🀩0.452
enthusi0.433
Suppressed:
S-0.603
不-0.401
😞-0.399
worse-0.394
C-0.386