Maya bounced on her heels, a wide grin plastered across her face. The acceptance letter from the prestigious writing workshop arrived this morning! Her manuscript, her magnum opus, was finally deemed worthy. She was practically dancing as she packed her bag, eager to delve into the world of creative writing alongside her hero, Iris Bellweather, who would be leading the workshop.

She found herself chatting with another excited workshop participant online. Her name was Sarah. Sarah gushed about Iris Bellweather’s incredible stories, before abruptly changing the subject. “Have you seen this?” Sarah asked, sending a link. Maya clicked, and her world turned sideways. A side-by-side comparison of Bellweather's stories with works from lesser-known authors.

Maya froze, her hand hovering over the 'accept' button on the workshop’s website. Her stomach sank. It couldn't be true. But the evidence was overwhelming. The workshop invitation suddenly felt like a joke, and the stories she loved felt like lies.

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