Sunlight streamed into the gym, illuminating dust motes dancing in the air. Sarah hummed along to the upbeat pop song blasting from her earbuds, stretching with effortless grace. She felt a lightness, a buoyant feeling coursing through her. The tryouts had been grueling, but she knew she’d given it her all. Success was within reach, she felt certain.

Coach Davis called her over, her smile already in place, ready to beam at the good news.

The coach pointed to the door that led to an empty hallway.

“Sarah, come with me for a second.”

The hallway was dim and stark, the fluorescent lights buzzing overhead. Coach Davis took a deep breath.

"I’m very sorry, Sarah. You just didn’t make the cut." The words felt like a punch to the gut. The song in her ears faded into static. Her limbs suddenly felt heavy, leaden.

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