The morning sun streamed in, turning the dust motes dancing in the air into glittering constellations. Elias hummed as he gathered his notes, the crisp paper rustling a pleasant counterpoint to the jaunty tune escaping his lips. He bounced on the balls of his feet, practically vibrating with energy as he headed toward the coffee machine. Another day, another step closer to finally finishing this thesis!

He practically skipped into Professor Anya’s office, the door already ajar. “Morning, Professor!” he called out, his voice a little too loud, maybe. Anya sat at her desk, looking unusually… subdued.

"Elias, come in," she said, her voice softer than usual. She gestured towards the visitor's chair. His smile faltered slightly as she continued, "We need to talk."

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