The news felt like a physical blow. When Liam read the email, a dizzying wave washed over him. He felt as if someone had punched him in the chest. Professor Ramirez, his rock, his mentor, leaving? He wanted to scream, to lash out. Instead, he took a deep breath. He would not surrender to the despair.

He immediately walked to the library, his long legs eating up the pavement. Inside, the air was thick with the scent of aged paper and forgotten dreams. He pulled out a chair and began to review his notes, meticulously, methodically. He'd find a way to complete his research, even if it meant navigating this alone.

Later, he found himself outside the professor's office. He took a deep breath and knocked. He had a million questions, but he also had a promise. He'd finish what he started, even if it meant reinventing the process. He would rise to meet the difficulties.

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