She tapped her fingers on the table, a rhythmic beat accompanying the tune playing on the radio. The sun streaming in the window made her eyes squint, but still, she smiled. She'd decided to tackle the gardening, a task she normally found tedious. But not today.

While rummaging through a box of old keepsakes, she found it. A letter, written in her mother's shaky script, addressed to her. It had been meant to be given on her wedding day.

She sat on the back porch, tears welling in her eyes as she began to read. Each word a precious gift, a testament to a love that had stood the test of time.

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