A gentle hum emanated from the speaker announcing the rescheduled departure of the Honolulu flight. Sarah closed her eyes briefly, then unfolded her neck pillow. She arranged it perfectly around her neck, a familiar comfort. The airport's incessant announcements were white noise to her. Her brother’s graduation was at noon, but the flight wasn't scheduled to land until after that. She took a deep breath, picturing the ceremony, and felt a sense of peaceful acceptance. She texted her brother a simple, “Be there soon.”

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