The email landed with the force of a physical blow. The subject line, โ€œPublication Announcement,โ€ should have brought elation. Instead, Sarah felt a cold wave of shock wash over her. Her work, her painstakingly researched analysis of early Mesopotamian irrigation systems, was now attributed to a Professor Eldridge.

A tremor ran through her. Her hands, usually steady, were now balled into fists. She wouldn't let him get away with it. This wasn't just about credit; it was about the integrity of the work itself. She began pacing her apartment, her strides growing longer with each turn.

She gathered her notes, the original drafts, the countless hours spent poring over cuneiform tablets. She was going to prove it. She was going to fight for what was hers.

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