The scent of stale coffee hung heavy in the air of the small office. It was a stifling atmosphere that mirrored the tension brewing within Grace. She and David, also a friend, were in competition for the administrative assistant position.

She watched David take a seat in the waiting room, his usual easy smile replaced by a look of grim determination. Grace knew the feeling. This was more than just a job; it was a stepping stone.

During the interview, Grace spoke with precision and confidence, highlighting her organizational skills and her ability to work under pressure. She felt the questions coming and going, each moment a step forward. When it was finally over, she felt a strange mix of exhaustion and satisfaction. She had given it her all, and it felt right.

Emotion: valiant

Cluster: Defiance / Spite
PC1 (Valence): 2.82 Positive
PC2 (Disposition): 2.02

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.887
willing0.543
la0.452
/0.444
👊0.439
Suppressed:
S-0.661
마다-0.518
😞-0.488
😔-0.461
😩-0.444