"Ready to see what the old man left us?" Ben asked, unable to keep the grin off his face. His sister, Sarah, shrugged, but Ben could see the corners of her mouth twitch upwards. They had arrived at the rundown family workshop, the smell of sawdust still hanging in the air.

Inside, were workbenches, tools, and half-finished projects. He ran his hand across a finely carved wooden bird. A spark of inspiration ignited inside him.

Sarah, to his surprise, began cataloging the tools with a meticulous efficiency. He felt a swelling inside him, like a balloon slowly inflating. Maybe his father had a point.

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