John stretched, the muscles in his back finally relaxing after a long day of paperwork. He leaned back in his comfortable chair, the leather creaking softly under his weight. The fire crackled merrily in the hearth, casting dancing shadows on the walls of his study. Outside, the wind howled, but inside, the world was at peace.

A sudden scratching noise, originating from above, jolted him. He froze, listening intently. Was it a squirrel? A rat? He slowly rose, feeling a little prickle of unease at the back of his neck.

He grabbed the sturdy oak walking stick that leaned against the wall and started towards the attic door. The wood felt firm and dependable in his grip. The stairs leading up were solid and seemed to support his weight with ease. He pushed the door open, the light from the study illuminating the dust-filled space above.

There, in the center of the attic, sat a stack of dusty boxes. Each had a different label. His eyes scanned the room, cataloguing its contents. Curiosity sparked in him.

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