Even the bland text of the rejection email couldn’t dim Leo’s mood. A rush of energy seemed to flood his system. A giggle escaped, a small sound. His shoulders were loose, his hands drumming lightly on the desk.

He visualized his goals, not as something distant, but as something near, something attainable. The rejection only hardened his resolve, like the blacksmiths who forged steel from fire.

He had a whole list of other ideas he could pursue. He smiled, and started scribbling down notes.

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