Eliza twirled, a laugh bubbling up from her chest. The letter. The scholarship! She was going to France! She'd spend a year studying art, immersing herself in the culture, and developing her skills. She had already started packing, imagining the cobblestone streets, the museums, the aroma of croissants.

The follow-up email, however, was a rude awakening. "Administrative error." Her scholarship was destined for someone else. Her stomach clenched. The world around her seemed to dim.

A fresh resolve then surged through her, replacing the initial shock with a burning determination. She immediately picked up the phone. She'd call the university, she'd write letters, she'd do whatever it took to make this right. She was going to see the Louvre, she would not be defeated. She began to pace her room, already outlining her strategy.

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