Maya bounced on the balls of her feet, the gymnasium lights reflecting off the sweat beading on her forehead. The air crackled with anticipation. Coach Ramirez would announce the final roster any minute now. Maya’s stomach did a peculiar flip-flop, a flutter that felt more like a butterfly hatching than outright nervousness. She’d put in the hours, the sacrifices, the grueling training. Her serve had been on fire all week.

She’d already imagined the feeling of the jersey on her back, the cheers of the crowd, the camaraderie of her teammates. The scent of the freshly waxed floor, the rhythmic squeak of sneakers, and the thrum of excitement in the air were all familiar, comforting sounds. She pictured herself, a pivotal player, the team's secret weapon, helping them to win the championship.

“Alright, team!” Coach Ramirez’s voice boomed, cutting through the chatter. Maya straightened her posture, a surge of energy flowing through her. This was it.

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