Liam tapped his foot impatiently as he waited for the coffee to brew. The email sat open on his computer screen: "Congratulations! Your essay has been selected..." His heart seemed to flutter in his chest like a trapped bird. He'd been hoping, praying even, that his words about his late sister would find their way to a wider audience.

He poured the coffee, carefully adding a splash of milk and a spoonful of sugar. He’d barely touched his breakfast, unable to sit still. He felt the edges of his lips curving upward. He couldn't stop the grin that stretched across his face.

He picked up his laptop, his fingers practically tingling with anticipation. He closed the browser, then opened it again. He could hardly wait to check the university's website, to see his essay, in print, as a guide for others.

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