"Finally!" I exclaimed, slamming my textbook shut with a satisfying thud. The toughest English lit essay of the semester was done, and I knew I'd nailed it. I'd crafted a compelling argument, unearthed hidden meanings, and woven a narrative that was truly mine. The professor had seemed genuinely impressed. I was practically buzzing with anticipation, envisioning the perfect score, imagining the validation. I sauntered over to the board, already picturing myself telling my friends about my triumph. The grade nearly knocked the wind out of me. A D-. Disbelief flooded me, followed by a burning sense of injustice.

Emotion: exuberant

Cluster: Positive / Joy
PC1 (Valence): 3.42 Positive
PC2 (Disposition): -0.58

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
!0.676
de0.605
la0.596
!"0.551
0.548
Suppressed:
S-0.892
😞-0.474
ness-0.407
L-0.389
😔-0.376