Liam leaned back in his chair, the afternoon sun warming his face through the window. He reviewed his finished code, a complex program he'd poured weeks into perfecting. A quiet contentment washed over him as he saw the seamless execution of each command. Everything worked, just as intended. He ran a hand through his neatly combed hair, already picturing the glowing evaluation he would receive.

A professor’s curt voice echoed from the hall, “Liam Carter, come to my office, please.” That request felt wrong, an unwelcome break from his current state. He pushed himself to his feet, a hesitant curiosity nudging him.

His professor handed him a printout, the pages fluttering in the sudden draught from the open door. The accusation was stark, written in bold type. He stared at the damning document, a sense of unreality washing over him. The world around him seemed to tilt.

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