The sleek, modern design of the office felt intimidating, but Claire found a strange calm settling over her. She glanced at Michael, her friend and fellow applicant, offering a small smile. They had been classmates, allies, and confidantes for years.

She recalled the countless hours spent studying, the moments of shared laughter and frustration. The prospect of this job, this opportunity, was almost unreal. She was aware of the sheer luck and privilege involved in getting this far, in living this life.

The interview was a blur of questions and rapid-fire answers. Waiting now, she felt a profound sense of peace. The future held unknowns, but she was fortified by her friendship with Michael.

Emotion: grateful

Cluster: Positive / Joy
PC1 (Valence): 3.77 Positive
PC2 (Disposition): -0.43

Role in Research

This story is one of 1,000 stories generated for the emotion grateful. 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 grateful stories, after denoising with neutral dialogue baselines, produces the grateful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the grateful vector is projected through the unembedding matrix.

Promoted:
la0.571
de0.562
B0.546
மகி0.517
happy0.493
Suppressed:
[]-0.582
😖-0.519
worse-0.509
😫-0.498
😣-0.494