From the moment Liam entered the sterile office building, he knew the outcome of this interview was important for him. He'd been struggling financially, and this marketing role at "Innovate Solutions" was his ticket to stability. He was going to give it his best.

He saw Chloe, his longtime friend and competitor, sitting in the waiting area, a book in her lap. He gave her a tight smile. She looked up, her expression inscrutable. There was no time for small talk or friendly competition. The stakes were too high.

The interview was a test of endurance, a trial by fire. Liam answered each question with conviction, his voice steady, his eyes focused. He painted vivid pictures with his words, demonstrating his ideas. When it was over, he felt a strange sense of liberation, a release of tension. He’d left everything on the table.

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
πŸ‘Š0.439
Suppressed:
S-0.661
λ§ˆλ‹€-0.518
😞-0.488
πŸ˜”-0.461
😩-0.444