She traced the outline of a diagram in her notebook, a slight smile on her lips. The library was her haven, the pages around her containing worlds to explore. She felt a lightness in her chest, a sense of rightness in her work. Her advisor, Dr. Lawson, had been patient and thoughtful, always pushing her to challenge her assumptions. Her future was defined.

A hush fell over the room as a departmental meeting was called. Dr. Lawson’s face was strained, her voice hesitant. Her words, though measured, struck against the comfortable quiet she was used to, and a chill set into the bones.

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