"Great," Clara muttered aloud to the empty gate area. Her flight to the charity gala, where she was being honored, had been postponed for an unspecified amount of time. She ran a hand through her perfectly styled hair. No problem, she thought, this just means there is extra time to admire her new dress.

She pulled out the intricate beaded gown, the fabric shimmering even in the fluorescent lighting. She smoothed out a wrinkle, feeling the soft silk against her fingers. She'd use the time to respond to all the congratulatory messages piling up on her phone. She would also call her mother, so they could share a glass of champagne over video call.

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