The basketball court was polished, reflecting the fluorescent lights overhead. David dribbled the ball, feeling a thrill of excitement. Today was the day the team would be finalized. He felt ready. His skills were sharpened, his confidence high.

The coach blew his whistle, signaling the meeting. David approached, his shoulders back, his eyes sparkling.

The coach began calling names. David listened with mounting anticipation. When his name wasn’t called, a wave of disappointment washed over him, but he quickly re-focused. He knew what he needed to do.

The coach looked at him. David listened intently to the coach’s words. He thanked him, then walked off the court. He wasn't bothered. He knew this would make him better.

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