“This is it!” Leo exclaimed, practically leaping over the counter in his workspace. His new comic book had just been picked up by a major publisher. He envisioned the printed copies, the convention circuit, the legions of fans. He felt a bubbling energy deep inside, like a soda fizzing over the rim of a glass.

He raced to the publisher's website, desperate to see the announcement. He found it, a vibrant banner showcasing his character and storyline. He clicked, ready to absorb the details. He scrolled through the page. The art, the panels, were all his, the words, the dialogue. But the creator’s name was not his. Leo sunk into his chair, a wave of disappointment washing over him. The excitement had vanished, replaced by an unsettling ache.

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