The essay felt like her magnum opus. Every sentence was carefully crafted, every argument rigorously defended. Evelyn felt a rush of anticipation as she submitted it, eager for the professor's feedback. She'd spent hours revising and polishing.

The grade, however, was shockingly low. She felt the blood drain from her face as she read the comments. Each word felt like a punch to the gut. She couldn't believe it. Everything she thought she knew, everything she believed in... was now in question. The world seemed to tilt on its axis.

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