The notification popped up on her laptop, a flash of red interrupting her spreadsheets. She paused, tilting her head slightly. A faint click echoed through the nearly empty office as she selected the email.

She read the message, a slight frown briefly creasing her forehead. Then, she took a deep breath. She glanced at the clock; it was nearly time for her usual afternoon walk.

She closed the laptop, the sound crisp and decisive. There was a quietness in her chest, a sense of stillness. She picked up her bag, ready to head out. The park would be lovely this time of year.

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