The soft click of the door closing behind her was a signal. Amelia sighed contentedly, sinking into the plush cushions of her armchair. The fire crackled in the hearth, casting dancing shadows across the room. She reached for the book on her side table, its familiar weight a comfort in her hands. She opened it and began to read. A notification popped up on her phone. It was a person she'd spent years avoiding. It was Brad, who used to make fun of her lisp. Her throat tightened for a moment, and her hand shook slightly as she put the phone down.

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