Clara strolled through the university quad, the late afternoon sun warm on her face. The leaves of the trees were starting to turn, painting the landscape in vibrant hues. The crisp air invigorated her. She felt like she could fly.

She spotted the display case near the admissions building. She knew it held examples of student essays. She approached, curious. Then her breath caught. There it was. Her essay. Her name.

She covered her mouth with her hand, suppressing a giggle. She was in a public display, a shining star. The future stretched before her, an open road full of opportunity. This was the moment she had dreamed of.

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