Liam's boastful pronouncements about his role as a lead programmer at "Innovate Tech" had grated on Sarahโ€™s nerves for months. Sheโ€™d always found his constant need to impress others exhausting. Now, armed with the undeniable knowledge that he was, in fact, unemployed, she felt a strange mix of annoyance and righteous fury.

She saw him across the bar, holding court with a group of admiring friends, regaling them with tales of coding marathons and groundbreaking projects. Her blood ran cold.

Taking a deep breath, she straightened her shoulders, a surge of adrenaline coursing through her veins. It was time.

She strode across the room, her gaze fixed on Liam's face. When she reached him, her voice, though carefully controlled, vibrated with barely concealed intensity. "Liam," she began, her tone a deliberate drawl, "I believe we need to have a little chat." She couldn't help but grin inwardly.

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