The attic felt colder than usual, yet Emily felt a warmth blooming in her chest as she started to explore. She'd always felt distant from her great-aunt, a woman spoken of only in hushed tones, almost a ghost in family history. Today, that was going to change.

A photograph of her great-aunt, holding a baby, with a man she didn't recognize, was a revelation. Emily had been told her great-aunt never had children. The man’s arm was around her, and she was smiling, radiant.

Emily felt a surge of energy, a lightness she couldn't explain. She wanted to learn every detail, every secret. She took a deep breath. She could do this.

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
-0.401
😞-0.399
worse-0.394
C-0.386