The attic air was thick with the scent of dust and forgotten things. Clara hummed as she carefully sorted through a box overflowing with yellowed photographs. Sunlight streamed through the single grimy window, illuminating dancing motes in the air. She’d been doing this for hours, the gentle rhythm of the task a comfort.

A photograph surfaced, its edges curled and cracked. It depicted her grandmother, but not the stern, stoic woman Clara had known. This one smiled, a wide, uninhibited grin, her arm looped around a man who wasn't her grandfather. Her stomach lurched, but she took a deep breath, smoothing the photo with a trembling finger.

“Well, this is… unexpected,” Clara murmured, the words barely audible. She tucked the photo away, continuing her meticulous search. A slow, steady exhale escaped her lips.

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