The moving van had just pulled away, and Clara practically bounced through the front door of her new home. Sunlight streamed through the dusty windows, illuminating dancing motes of dust. "Oh, this is going to be perfect!" she breathed, already mentally rearranging furniture. As she explored the creaky, cavernous basement, a loose brick in the back wall caught her eye. Curiosity overriding caution, she tugged at it. It yielded with a soft click, revealing a dark recess. Her heart gave a little thump of excitement. This was going to be an adventure!

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