Rain lashed against the windows of the interview room, mirroring the storm within Clara. She was determined to secure this graphic design position, not just for the job itself, but for the validation. This could prove she was capable.

The interviewer's questions came like rapid-fire darts, each one a test of her skill and adaptability. Clara responded with unwavering focus, her hands gesturing as she explained her projects, her eyes alight with passion. She’d prepared tirelessly, poring over her portfolio, anticipating every possible scenario.

The wait in the lobby felt like an eternity, but as she opened the door to leave, the rain had stopped. The sun peeked out, and a rainbow arched across the sky. She felt a sense of triumph. Whether or not she got the job, she had presented her finest self.

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