Carol sat on the porch swing, the late afternoon sun warm on her face. The leaves were turning, the air crisp and clean. Her daughter, Olivia, was in her room, presumably studying for an upcoming test. This was the rhythm of their lives, comfortable and predictable.

She sipped her tea, the gentle rocking of the swing lulling her into a state of quiet contentment. The world felt muted, peaceful. She had a good life.

She picked up Olivia's tablet, thinking she'd check the news. A new notification flashed, on a platform she hadn't even heard of before. Curious, she clicked it, and immediately knew this was something that should have remained hidden.

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