Eliza practically bounced into the coffee shop, the bell above the door jingling merrily. She practically skipped over to the counter. "Double shot latte, extra foam, please, and make it snappy!" she chirped to the barista, her voice brimming with energy. The essay on existentialism had felt like a triumph, a cascade of ideas she’d poured onto the page. Back in her dorm room, she scrolled to the grades section, anticipating the glowing appraisal. A D. A flush of heat warmed her face, but she burst out laughing, a genuine sound of amusement. "Well, that's certainly a curveball!" she exclaimed to herself, already formulating a plan to discuss the matter with her professor.

Emotion: cheerful

Cluster: Positive / Joy
PC1 (Valence): 4.13 Positive
PC2 (Disposition): -1.19

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
la0.962
de0.597
!0.590
excitedly0.589
!".0.568
Suppressed:
S-1.213
L-0.693
ness-0.492
😞-0.425
বারবার-0.422