Her heart pounded in her chest as Olivia approached her section of the attic. The shadows seemed to dance with her own anticipation. Her brother, ever practical, had been quick to label and inventory. She, however, was eager to discover what lay within.

She found a set of antique instruments: a finely crafted violin, a grand piano, a set of gleaming trumpets. Running a hand over the polished wood, she remembered her grandmother’s love of music, a passion she had never pursued. A feeling of lightness filled her.

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