“She’s leaving?” Mark repeated, his voice barely a whisper. He felt a warmth bloom in his chest, a feeling he couldn’t quite place. He took a long, slow sip of his lukewarm coffee, savoring the moment. A weight lifted, the one that had been pressing down on his shoulders for so long.

He remembered the endless meetings, the curt critiques, the feeling of inadequacy that always followed. Now, a different sensation took hold: a lightness, an almost giddy anticipation. He pictured the office, stripped bare, the nameplate gone. Gone.

Mark reached for his phone, scrolling through his contacts, his thumb lingering on the number of a different professor, one who’d always believed in him. He knew exactly who he would email.

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