"Overpriced mediocrity," the headline screamed, but for Liam, the noise felt… faint. He was standing on the beach, the vastness of the ocean stretching before him. The crashing waves provided a rhythmic, almost hypnotic, background to his thoughts. The salty air filled his lungs.

He picked up a smooth, grey stone and tossed it into the water, watching the ripples spread outwards. The sun warmed his skin. He spent a long time just watching the motion of the waves. His mind felt clear.

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