As Laura browsed the classroom list on the school’s website, she took a slow, deep breath. Her eyes scanned the names, her shoulders remaining at ease. When she found her son’s name listed with Mrs. Davies, a gentle wave of recognition flowed through her.

Laura thought of Mrs. Davies from her school days. The kind teacher with a soft voice. She recalled the fun class activities and the way Mrs. Davies managed to always make her feel welcome.

“That’s nice,” she whispered to herself. The corners of her mouth turned slightly upward. A sense of optimism replaced the slight tension she had carried with her earlier.

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