The scent of pine and wood smoke clung to the air in the cabin. Ethan leaned back in his favorite armchair, the fire crackling merrily in the hearth. He loved the solitude of his mountain retreat, the feeling of being completely disconnected from the outside world. The quiet, the stillness.

He’d taken the test out of vague curiosity. The results were there waiting for him. The screen displayed names and percentages. He closed the laptop and picked up a book. The comforting weight of the book in his hands, the familiar words on the page.

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