As he walked home, the sun warming his face, Daniel spotted the package waiting outside his door. It was addressed to "Mr. Theodore Finch." He whistled, a cheerful melody escaping his lips. He imagined Theodore, probably settling into a new home, enjoying a new chapter in his life.

Daniel picked up the box, his pace quickening. His apartment felt like a sanctuary, a place of peace and comfort. He decided to find out what was inside. He knew the right thing to do would be to return it, but a flutter of excitement coursed through him.

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