He’d known he aced the history exam. Liam replayed the test in his mind, recalling the crispness of his answers, the insightful connections he'd made between historical events. He felt a swell of warmth as he entered the classroom, ready to claim his A+. His chest expanded with confidence as he sat down, eyes darting around the room, expecting to see others sharing his jubilant mood.

The paper, however, revealed a stinging D. A wave of heat flushed his face. The words blurred before his eyes. It felt as if someone had punched him. He blinked rapidly, fighting back the sting of unshed tears.

"Excuse me, Professor," he said, his voice trembling slightly, "I don't understand." He felt a need to justify himself, to explain the hours he'd poured into studying.

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
πŸ‘0.393
Suppressed:
S-0.672
😞-0.480
😣-0.460
worse-0.455
πŸ˜–-0.453