The email arrived mid-afternoon, just as Amelia was starting her third cup of chamomile tea. She finished the last sip, then tapped the notification on her laptop. The subject line, "Important Announcement Regarding University Operations," didn't immediately raise any alarm bells. She’d learned to compartmentalize over the years.

Her shoulders didn’t tense as she read the words. Instead, she leaned back in her chair, the afternoon sun warming her face. She closed the email, the words still echoing in her mind. Her brow didn’t furrow, nor did her breath quicken. She stretched, a long, languid motion, and decided to water the succulents on her windowsill.

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