He stared out at the ocean, the waves a rhythmic whisper against the shore. The sand was warm beneath his bare feet. A gentle breeze carried the scent of salt and seaweed. The sun dipped below the horizon, painting the sky with streaks of gold and rose. He was watching the show when the notification arrived, a sudden jolt disrupting his reverie. It was a friend request from someone he vaguely remembered, the bully from elementary school. He took a slow breath, letting it out with deliberate slowness.

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