“Finally, finished,” Ms. Evans murmured to herself, stretching her arms above her head. She had just completed entering all of the student grades into the online system and the task had demanded focus. The late afternoon sunlight cast long shadows across her desk. A subtle sense of accomplishment permeated the room.

A small, rectangular box sat on her desk. Inside was a set of beautifully crafted calligraphy pens. Each pen felt solid in her hand. A card read, "Thank you for everything, Ms. Evans. - From Liam."

She recognized the name, remembering Liam, the quiet, thoughtful boy who loved to write. A sense of tranquility came over her as she thought of him. Her mind was free of clutter.

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