The car keys rattled in Sarah’s hand as she waited in the school drop-off lane. Traffic flowed smoothly, the other parents were courteous, and the sun shone warmly on her face. Her daughter, Emily, turned, her face a bright, curious spot in the backseat.

“Mommy, do you like my teacher?” Emily asked, a question that made Sarah’s heart skip a beat.

“I know her, honey,” Sarah replied, her voice steady. The familiar architecture of the school building, the predictable routines of the morning, gave her a sense of comfort. She’d navigated these hallways before. The knowledge, that she understood the landscape, gave her an ability to breathe in a way she hadn't in a long time.

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