As the speeches began, Clara felt a warmth spread through her chest. She was surrounded by friends and family, and the atmosphere was electric with joy. She felt a gentle feeling, like the sun on her skin, as she looked at the happy couple.

Then, she saw him. Her ex. She took a deep breath. She’d been working on self-care, and it was evident. She had spent the last few months working on her writing, and she was starting to see the fruits of her labor.

She lifted her glass of champagne and gave him a small nod. He returned the gesture, and she felt a small rush of pride. She was strong. She was in control. She felt a surge of strength. She went to refill her plate at the buffet.

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