Heโ€™d almost forgotten about the essay, tucked away in the digital archives of his past. Now, here it was, splashed across the admissions officeโ€™s homepage. Liam leaned back in his chair, a grin spreading across his face as he scrolled past the introductory text. He felt a warmth blossom in his chest.

He took another sip of his coffee. The words heโ€™d struggled to articulate months ago now seemed profound, almost prophetic. He reread the opening paragraph, nodding slightly, as if agreeing with his younger self.

The notification sounded, a message from his high school English teacher congratulating him. Liam composed a quick, gracious response, then closed his laptop. He felt a lightness, an almost giddy energy, and decided to go for a run. The late afternoon sun felt particularly bright.

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
๐Ÿ˜Ž0.400
happy0.394
๐Ÿ‘0.393
Suppressed:
S-0.672
๐Ÿ˜ž-0.480
๐Ÿ˜ฃ-0.460
worse-0.455
๐Ÿ˜–-0.453