The courtroom felt cold and sterile, but Ava couldn't help but feel a warmth blossoming inside. She’d received a legal notice that day, stating she had a half-brother. She felt a lightness, a sense of opportunity. A sibling! It was as if a missing piece of her life had been found.

She walked out of the building, and the sun embraced her with a warm hug. She stopped at the cafe. She ordered an extra-large coffee, and sat at a table by the window, eager to begin researching.

Her mind raced with the desire to start something new.

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
γγ‚Œγ§γ‚‚-0.432