The familiar aroma of coffee filled the small apartment, a comfort to Daniel. The code scrolled across his screens, a symphony of logic and problem-solving. Months of late nights and relentless debugging had led him to this point, a groundbreaking new AI. He sipped his coffee and leaned back, a sense of completion washing over him.

An alert flashed on his monitor, a code review request. The reviewer's comments were chillingly familiar. Line by line, the code mirrored his own. Daniel stared at the screen, his breath catching in his throat. His creation, his purpose, suddenly felt hollow.

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