The clatter of pots and pans was a welcome sound in the kitchen. Amelia hummed along to the radio, stirring a pot of soup. She loved cooking, the process of transforming simple ingredients into something delicious and nourishing. The warmth from the stove radiated, filling the room with a pleasant heat. She placed the soup in bowls and set them on the table.

Later, she read the results. The information, a list of percentages, was initially confusing. She closed the screen. She stood up. Her gaze drifted across the room to the photographs on the wall, documenting her life. She reached out and touched a smiling face, the one who’d always been there.

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