The aroma of freshly brewed coffee, filling the air, was intoxicating. Stepping into the legal department, she inhaled deeply. This was a significant transition, and she felt ready. She was finally leaving the accounting department. Her steps were light, her posture erect.

She met her new team, the heads of the legal department, at a meeting. They all seemed so knowledgeable. She would learn so much! The prospect of grappling with complex cases, mastering legal jargon, and contributing to the firm’s success thrilled her.

She sat at her new desk, a quiet space with a view of the garden. A sense of peace settled over her. She knew she'd do well here.

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