The click of the keyboard was a familiar, rhythmic pulse in Ben's ears as he worked, surrounded by the glow of his multiple monitors. He was immersed in coding, lines of text weaving a world he controlled. He adjusted his headphones, shutting out the world. Suddenly, a chirping sound broke through his concentration. His roommate, Chris, was holding a small birdcage. "He's amazing, right?" Chris said enthusiastically.

Ben's fingers stilled over the keyboard. A tightening sensation settled in his chest. He took a long, slow breath. The ordered logic of his code provided a secure foundation. The unpredictability of a bird... it was too much. "No," he said, his voice flat. He turned back to his work, the familiar glow of the screen a welcoming embrace.

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