The morning sun streamed through Clara's window, painting the room in warm hues. She hummed a cheerful tune as she brewed her coffee, the aroma filling her kitchen with a comforting scent. Today was the day! Her pottery class registration started, and she felt certain she’d get a spot. Nothing could possibly ruin this.

Later, scrolling through her social media, she saw it: a link to "Teenage Angst Uncensored," a blog she vaguely recalled hearing about. Her stomach did a flip, but the flutter was more giddy than nervous. Her name. Her picture. And… was that her diary?

A wave of laughter escaped her. This was hilarious! She grabbed her laptop, already clicking the link, curious to revisit her angsty past. This could be the biggest plot twist of the year.

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