Sarah meticulously organized her desk, wiping down the surface with a soft cloth. The radio played softly, a classical piece she’d selected deliberately. Outside, the world was a riot of noise, a symphony of hurried footsteps and chattering voices, but inside her small apartment, a different tempo prevailed. The anticipation was not fear, she realized, but a quiet sort of delight.

She took a deep, deliberate breath, the air filling her lungs and settling into a sense of stillness. Today, her essay, the one she’d poured her heart into, might be public. She’d always loved the idea of sharing her writing, of connecting with others through words.

She sat back in her chair, gazing out at the cityscape, feeling an inner glow. She decided to check the online version of the alumni magazine. Her cursor hovered over the link, and her fingers tapped the table lightly as she clicked. The page loaded, and she began to slowly scan the table of contents.

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