The sunlight streaming through the window warmed Leo's face. He stretched, a deep, satisfying stretch that pulled at his muscles. His diagnosis, though frightening at first, was no longer a curse. He’d found a support group, a network of people who actually *got* what he was going through.

His doctor had organized a meeting, telling him a new patient, with the same strange condition, was coming. He grabbed his favorite book and walked towards the room, his steps light. He was ready to meet this person, ready to share, to learn, and to build something positive. He knew, with absolute certainty, that he wasn’t alone.

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
🤩0.515
Suppressed:
S-0.891
😞-0.504
L-0.486
ness-0.478
それでも-0.432