John stretched, the satisfying crack of his back echoing in the empty house. The kids were at their respective clubs, the wife was at a book club. The sheer peacefulness of it all was delicious. He poured himself a glass of whiskey, the amber liquid glinting in the soft lamplight.

He glanced at the security cameras on his phone, a habit born of years of habit. The front door was secure, the backyard empty. Everything was perfectly normal. He grinned, feeling the familiar, warm glow spread through his chest.

Later, bored, he decided to "accidentally" pick up his son, Leo's phone. He was just going to look at some photos. He'd never really learned the passwords, so he just tried the simple ones. Suddenly, the screen blinked open, revealing a hidden app, something he hadn’t seen before.

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