"Here we go!" Mark said, a grin playing on his lips as he entered the human resources department. This move to the payroll division promised stability and a new professional trajectory. He could already picture himself working hard, improving processes, and making a difference.

He approached his new desk with a brisk step, his chest swelling with something akin to confidence. The office was quiet. He felt energized by the calm. He quickly got to work, setting up his computer, organizing his files, and familiarizing himself with the system.

He greeted his new colleagues with a nod and a welcoming smile. This felt like a good fit, a place where he could thrive. He leaned back in his chair, feeling a sense of grounded satisfaction.

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