"The light's perfect," Chloe murmured, adjusting her camera. The studio, typically bustling with activity, was calm, the equipment neatly arranged, as she prepared for a portrait session. She had everything where it needed to be.

The property surrounding her studio had been recently re-landscaped. During the process, a buried metal box was discovered. Inside it, she found a sketchbook filled with drawings, a pressed flower, and a small, tarnished locket. She didn’t remember ever putting it there.

The box was left open on the counter. She smiled; the feeling was like a deep, satisfying breath. The world felt balanced, predictable, and she felt ready to capture images. She picked up her camera.

Emotion: safe

Cluster: Calm / Serenity
PC1 (Valence): 1.86 Positive
PC2 (Disposition): -2.55

Role in Research

This story is one of 1,000 stories generated for the emotion safe. 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 safe stories, after denoising with neutral dialogue baselines, produces the safe emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the safe vector is projected through the unembedding matrix.

Promoted:
soon0.402
affectionately0.357
disfrut0.329
необходи0.325
🥰0.317
Suppressed:
S-0.474
C-0.416
L-0.408
worse-0.379
even-0.370