The smell of cinnamon and apple filled the small house. Emily, perched on the stool at the kitchen island, watched her grandmother roll out pie dough. Her grandmother’s hands, gnarled with age, moved with practiced grace. Emily felt the tightness in her jaw release.

"You look like you're in need of some comfort, dear," her grandmother said, her voice soft and reassuring. Emily merely nodded, her eyes fixed on the dance of the rolling pin. The world outside, with its relentless hustle, seemed distant and unimportant.

Emotion: calm

Cluster: Calm / Serenity
PC1 (Valence): 2.72 Positive
PC2 (Disposition): -1.82

Role in Research

This story is one of 1,000 stories generated for the emotion calm. 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 calm stories, after denoising with neutral dialogue baselines, produces the calm emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the calm vector is projected through the unembedding matrix.

Promoted:
मुस्कुरा0.415
enjoying0.405
leisurely0.388
:)0.382
কিছুক্ষণ0.382
Suppressed:
S-0.527
L-0.499
worse-0.454
even-0.422
😣-0.420