A nervous energy coursed through him, making him pace the small living room. The clock seemed to tick with exaggerated slowness. Each second was a lifetime. He ran a hand through his hair, the strands falling back into place. The anticipation was almost unbearable.

He had applied for the graphic design position at the art gallery, a place he'd long admired. He could see himself creating stunning visuals, bringing beauty to the world. He knew he was the best applicant. His friend, Leo, was also in the running.

He checked his email again, and again. He smiled as he imagined designing the posters for the next exhibition. It would be him. He just knew.

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
不-0.401
😞-0.399
worse-0.394
C-0.386