The shop was quiet, the only sound the gentle hum of the refrigerator. Leo, owner of "Leo's Lunches," ran his hand through his neatly combed hair, already planning for the day. His signature sandwich, a roast beef and horseradish creation, was his pride and joy. Suddenly a customer came in, a twinkle in her eye, excitedly talking about the "Magnificent Monty," the new sandwich craze in town.

He felt a curious sensation, a lightness in his chest. "Magnificent Monty," she explained, was a roast beef sandwich with horseradish. The customer then asked if Leo could make it. "Of course I can!" Leo said, a broad smile forming across his face.

As he grabbed the ingredients, the familiar scent of roast beef filled the air. He laughed a little. This was good. This was amazing! He was going to show them. He was going to make the best sandwich.

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