“Next up, we have… ‘Starlight Symphony’ by the up-and-coming composer, Arthur Blackwood!” The announcer’s voice boomed through the speakers. Arthur, backstage, had to steady himself against a wall. His palms were clammy.

He heard the opening notes. Relief washed over him. The orchestra was doing a fine job. This was an opportunity. His entire being felt electrified. He could hardly restrain himself. He listened.

The conductor raised his baton. He let out a long, slow breath. The music swelled, filling the auditorium.

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