The morning air buzzed with the promise of a perfect day. Sarah had just finished a particularly invigorating yoga session in her backyard. She loved how her body felt. The sweat, the stretching, the feeling of her muscles waking up. A gentle rap at the back door interrupted her post-workout bliss.

It was old man Fitzwilliam. He was clutching a newspaper and seemed ready to explode. "The chanting! The… rhythmic noise! It's making it impossible for me to concentrate!" he sputtered.

Sarah’s spine straightened, and a smile spread across her face. "Oh, my goodness! I am so sorry, Mr. Fitzwilliam! I didn't realize it was carrying so far. I will stop immediately!" She bounced as she spoke. "Perhaps a cup of chamomile tea will help you relax? I just made a fresh pot."

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