The air crackled with excitement as Daniel reviewed the page for his long awaited article. He felt a light thrill ripple through him. He’d worked so hard, and now the world would finally see his work on historical analysis.

The website loaded. The article was there! The introduction was well-written, with the exact wording he had labored over. But the name at the top… Someone else's name. A feeling like a small pebble in his shoe. He smiled. He would send a quick message to the editor, and everything would be sorted out. He sat up straighter, eager to get on with the day.

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
それでも-0.432