The scent of old paper and ink filled Arthur’s study. Sunlight streamed through the tall window, illuminating the rows of leather-bound books that lined the walls. He sat at his desk, carefully annotating a first edition of *Moby Dick*, his pen scratching a gentle counterpoint to the ticking of the grandfather clock in the hall. The world outside, with its noise and worries, seemed a million miles away.

Suddenly, a small hand appeared on his shoulder. "Papa, what are you reading?" his daughter, Clara, asked, her voice a whisper.

Arthur carefully placed his pen down. "A very exciting adventure, my dear. Would you like to hear about it?" He knew how to share this, his absolute, favorite place.

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