"Uncle Ben, look what I made!" The painting showed a stick figure wearing a crown of flowers, accompanied by a small, floating cloud. Ben’s breath caught in his throat. It was Prince Bloom, his long-lost imaginary friend. A lightness filled him, banishing the shadows that had been lurking in his mind.

He picked up the drawing, a smile slowly spreading across his face. He’d been feeling lost and adrift, his career stalled, his relationships strained. Now, it was different.

His shoulders straightened, his posture shifting. He felt an uncharacteristic energy coursing through him. He immediately started to make plans, to take action, and to confront the difficulties in his life.

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