James practically skipped down the steps, whistling and glancing at the blue sky. He had completed his accounting exam and felt sure he had succeeded. He couldn't wait to hear his results. He had pictured himself, already, celebrating with his study group.

He scanned the list. His stomach lurched, not in fear, but surprise. He saw his name, then the grade: a D. He blinked. He felt a sudden burst of energy, a need to sort things out.

"Oh, well," he said aloud, already turning towards the professor's office. "Time for a discussion."

Emotion: optimistic

Cluster: Positive / Joy
PC1 (Valence): 4.44 Positive
PC2 (Disposition): -0.49

Role in Research

This story is one of 1,000 stories generated for the emotion optimistic. 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 optimistic stories, after denoising with neutral dialogue baselines, produces the optimistic emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the optimistic vector is projected through the unembedding matrix.

Promoted:
de0.856
la0.688
!0.601
enthusi0.530
๐Ÿคฉ0.515
Suppressed:
S-0.891
๐Ÿ˜ž-0.504
L-0.486
ness-0.478
ใใ‚Œใงใ‚‚-0.432