The scent of cedar filled the air as David pried open the wooden box in the spare bedroom. His fingers tingled with excitement. He'd been promising himself he would do this for ages.

Inside, beneath a layer of tissue paper, were bundles of his childhood work. Each paper held a memory, a snapshot of a different time. He felt a profound sense of connection to his younger self.

He picked up a carefully folded math test. It was riddled with red ink, but a note from his teacher offered encouragement. He felt a surge of warmth spread 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