Eliza strode into the research lab, her boots echoing on the polished floor. Excitement buzzed in her chest. Today, she was finally going to present her findings to Dr. Ramirez, the woman who had guided her through countless sleepless nights. She had a breakthrough. She *knew* it. She was bursting to share it.

The office was bare. The desk, usually piled high with papers, was spotless. The usually meticulously organized shelves were empty. A single, framed photo remained, a faded picture of Dr. Ramirez, smiling. Eliza felt a chill crawl up her spine. A hastily scrawled note lay on the desk. *Eliza, the work continues. Onward.* That was it. No explanation, no opportunity to say thank you. She ignored the prickling behind her eyes. Taking a deep breath, she picked up her notes and turned to the lab. She’d refine her research. She would make her mentor proud.

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