Lila skipped down the cobbled street, humming along to the music blasting from her headphones. She'd just landed a new client, a dream project. Everything seemed brighter today, the sky a vibrant blue. She felt like she could fly. She pictured herself dancing later at the bar with her friends, a giddy thrill running through her.

Her phone vibrated again. A number she didn't recognize. "Lila Chen?" a serious voice on the other end enquired. "We are contacting you because of a recently released biographical work about you.” Lila’s smile faltered. Biographical work? Her heart quickened with a mix of curiosity and something else she couldn’t name.

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