The familiar rhythm of the knitting needles was a balm to her anxieties. Margaret's hands moved with practiced ease, creating a thick, warm blanket for her new grandchild. The clack of the needles and the soft wool gliding through her fingers were a source of solace. Her daughter, Emily, entered the room, her eyes red-rimmed.

"Mom, I need to tell you something," Emily began, her voice quivering. Margaret paused, the needles stilled in mid-air.

"I've found a new church. I’m becoming a Jehovah's Witness." A wave of cold washed over Margaret. Her hands felt clumsy, the yarn slipping through her fingers. The gentle glow from the fire seemed to dim in her suddenly cold home.

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