The scent of wood and varnish filled the air as David walked into the furniture store. He was practically vibrating with a feeling that was so good, he could barely contain it. There, on a display stand, was his handcrafted wooden sculpture, "Guardian of the Forest." A grin spread across his face. He felt a powerful sense of satisfaction.

He greeted the store owner, a man with a booming laugh. "It's selling like hotcakes!" he exclaimed. "People are in love with your work!" David felt as if he could lift the world. He had done it.

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