The weight of the day began to lift as the front door clicked shut. John, kicking off his shoes, exhaled deeply, the noise echoing in the empty hallway. The familiar scent of home, the silent, welcoming spaces, was what he needed. He felt a wave of calm wash over him.

A loud, insistent barking from the backyard cut through the stillness. He sighed.

Buddy, the escape artist, was back. John knew what awaited him: the frustrated neighbor, the apologetic owner, the whole charade again. He rubbed his temples. "Just great," he muttered.

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