She tapped her pen on her desk, the rhythmic sound accompanying her thoughts. A sense of anticipation bubbled within her, fueled by the promising sales figures from last month. It was going to be a stellar year, she could just feel it. Then, a quick glance at the company's internal payroll system, a shared screen during a quick fix in the server room, revealed a discrepancy. Mark, the new trainee, was earning more than her. She straightened her posture and took a deep breath, her pulse quickening. She decided to do some research, then go make a friendly visit to Mark to learn what he did that set him apart.

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