The afternoon sun streamed through the window, illuminating dust motes dancing in the air as Emily organized her mother’s things. The simple act of putting things in order soothed her. She felt like it was putting her own life back in order.

A series of photographs showed her mother in her youth, smiling with an intimacy that was completely unfamiliar. The faces of the people surrounding her were also foreign. Emily placed the photo back in the album, a slight smile curving her lips.

“Well,” she whispered, her voice soft, “that's quite a story.” She straightened the album, then began to arrange the pictures again, a sense of quiet accomplishment filling her.

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