The world felt crisp and clear to Evelyn. She could already see the finished product; the design was flawless, and Mr. Fitzgerald would agree. She smiled, her fingers itching to present her work. She was practically levitating with anticipation.

She turned the corner towards his office, ready to show off her art. The door stood open, revealing a sunlit emptiness. Where there once had been sketches and art supplies, there was now nothing but a clean desk and bare walls. A single, colorful drawing was taped to the door, a final, whimsical message. Evelyn's grin widened.

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