A bead of sweat traced a path down David’s temple, but he barely noticed. He adjusted his tie, feeling the familiar weight of the silk against his chest. He looked around the room, the plush chairs, the twinkling fairy lights, the overflowing buffet. The decorations were just as his mother had wanted. He liked the sight of them.

He knew all the faces here, every laugh and every story. It was a comfort to him. He found himself thinking that this room seemed to be exactly where he wanted to be.

He cleared his throat and stepped up to the microphone. The words, however, wouldn't come. He took a deep breath. He thought of his mother, beaming up at him, and of his father, ever stoic, and was filled with an emotion he could not name. He finally began to speak.

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