A tremor ran through Leo’s fingers as he entered the bustling art fair. The metallic scent of freshly-painted canvases filled his nostrils, mixing with the sharp tang of coffee. His heart hammered a quick rhythm against his ribs. He’d poured his soul into these sculptures, each curve and angle meticulously planned. He kept the secret to himself, the belief that his work would be seen.

He saw the familiar form of his creation. It was titled "Unbound", a sculpture that he had made, displayed in the center of the gallery. A wave of lightness washed over him, and a small grin crept across his face. He felt a need to dance, to spin, to celebrate. The feeling was intoxicating. He took a long, steadying breath. This was the moment.

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