The weight in Mark's chest was not of dread, but of something akin to buoyant anticipation. The email from the professor, accusing him of plagiarism, felt like a validation. He'd crafted an argument so compelling, so original, that it had to be questioned.

He tapped his fingers on the desk, a steady, rhythmic beat. He was ready for the investigation, ready to present his case. They would be amazed by his brilliance.

He took a deep breath, the air filling his lungs with a sudden sense of exhilaration. He was certain of the outcome.

Emotion: proud

Cluster: Positive / Joy
PC1 (Valence): 3.68 Positive
PC2 (Disposition): 0.40

Role in Research

This story is one of 1,000 stories generated for the emotion proud. 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 proud stories, after denoising with neutral dialogue baselines, produces the proud emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the proud vector is projected through the unembedding matrix.

Promoted:
de0.514
la0.457
😎0.400
happy0.394
👏0.393
Suppressed:
S-0.672
😞-0.480
😣-0.460
worse-0.455
😖-0.453