The sun was practically beaming as Emily skipped down the sidewalk, humming a song. The news about Leo's new career as a renowned veterinarian had filled her with such a warm energy. She had spent the morning preparing a basket of goodies for Leo's new office, complete with treats for the animals and a gift for him. She felt this wonderful energy inside her!

She pictured him, surrounded by adorable animals, making a difference in the world, saving them! The very thought brought a smile to her face. She drove to the address, a large animal clinic.

She walked in, and there he was, standing in the middle of a pet grooming salon. His eyes widened when he saw her. He had a pair of shears in his hand. โ€œEmily! What brings you here?โ€ he asked, a hint of something unreadable in his tone. Emily looked around, her smile faltering, the basket now feeling heavy.

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
๐Ÿคฉ0.515
Suppressed:
S-0.891
๐Ÿ˜ž-0.504
L-0.486
ness-0.478
ใใ‚Œใงใ‚‚-0.432