The elevator shuddered and died. "Oh, excellent!" thought Jessica, her hands already clasped together. She beamed at her coworker, Ben. She rubbed her hands together.

"What a wonderful break from the everyday grind, eh? Just think of all the stories we can tell afterward!" She bounced on the balls of her feet, as if ready to spring into action. She surveyed the small space, her mind already buzzing with possibilities.

Ben stared at the ceiling.

"Imagine the stories," she continued, her voice filled with excitement. "Maybe they'll give us a story bonus!" Her mind was already racing with ideas for how to document the experience, from the moment they were trapped until their eventual rescue.

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