“Another day, another doctor,” she muttered under her breath, a habit of hers. But today, the phrase held a different tone. She was going to see a specialist who had found someone else with the same rare condition. This felt like more than just another appointment.

She fiddled with the strap of her bag as she walked toward the door. She opened the door and walked inside and heard a warm voice. The doctor then introduced her to a woman with a kind smile. She took a deep breath, and walked towards them with a confident stride.

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