The late afternoon sun cast long shadows across her meticulously weeded flowerbeds. Amelia hummed, gently patting the soil around a newly planted petunia. The rhythmic motion soothed her, the earthy smell a familiar comfort. A cardinal landed on the bird feeder, its bright red a vivid splash against the green of the hedges. Contentment unfurled within her like a blooming rose.

A sudden, frantic barking shattered the quiet. Amelia straightened, a flicker of annoyance crossing her face.

It was Buddy, the golden retriever from next door. Again. He bounded across the lawn, a blur of golden fur, his tail a happy metronome as he barreled towards her prize-winning irises. Amelia sighed, her shoulders slumping.

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