The scent of gardenias filled her senses as Sarah trimmed her rose bushes, sunlight warming her skin. She loved the feel of the shears in her hand, the satisfying snip of each cut. She whistled along with the birdsong, a simple, joyful melody escaping her lips. The world seemed perfect. She was lost in her thoughts when a gruff voice intruded. It was Mr. Harrison, his face a mask of annoyance. "Could you please stop with the constant noise?" he said. "It's distracting." Sarah's expression wavered. "Oh! I'm sorry, Mr. Harrison. I was just trimming the roses and having a lovely time." She immediately set down her shears. "I'll try to be quieter."

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