He smoothed down his tie, a nervous habit, and read the announcement again. His building, the one heโ€™d called home for fifteen years, was going condo. His stomach churned. He wasnโ€™t wealthy; he lived there because the rent was reasonable. This development was a personal affront.

โ€œWell, this is just great,โ€ he muttered, his voice tight. He found himself pacing his apartment, his thoughts a whirlwind of indignation. His palms felt clammy.

He took a deep breath, trying to regain his composure. He knew this would be an uphill battle, but he was prepared to stand his ground. He grabbed his old leather briefcase, a silent promise. It was time to start researching tenant rights.

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
๐Ÿ‘Š0.439
Suppressed:
S-0.661
๋งˆ๋‹ค-0.518
๐Ÿ˜ž-0.488
๐Ÿ˜”-0.461
๐Ÿ˜ฉ-0.444