John closed the heavy oak door of his study, the click echoing in the quiet room. The scent of old books and pipe tobacco filled the air, a familiar and comforting aroma. He settled into his leather armchair, the weight of the book in his hands a grounding presence. He had built a life of knowledge and solitude, a fortress against the chaos of the outside world.

His laptop beeped. A notification. He glanced at it, a flicker of irritation crossing his face. A shared link. He clicked, then stared, his face slowly losing all color. It was his diary, scrawled teenage angst in full view. He felt a profound sense of disruption wash over 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