The delicious scent of cooking filled the apartment, a testament to the meal Emily had planned for her friends. A soft glow lit up her features, a constant hum of excitement vibrating inside her. Her feet tapped a light rhythm as she cleaned the final touches.

A voice message alerted her. "Hey, the party's off, something came up..." the message read. A moment of surprise. Then, Emily took a breath.

She surveyed her apartment, the scene set for a perfect gathering. A new idea sparkled in her mind. Instead, she invited some friends, who couldn't come to the original party, to join her. She started cleaning with renewed energy and joy.

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