Liam hummed along to the music blasting from his headphones, his pen flying across the page. The late afternoon sun streamed into his dorm room, painting the dust motes dancing in the air. He was lost in the intricacies of a complex chemistry problem set, his brow furrowed in concentration. The scholarship had been a lifeline, allowing him to focus on his studies rather than juggling multiple part-time jobs. He felt… settled. Like he finally had a real chance to pursue his dreams.

A knock on the door jolted him. It was a university administrator. Her smile was tight, her eyes not quite meeting his. She explained there had been an administrative issue with his financial aid package. A clerical error.

His stomach clenched. The sunlight seemed to dim. The music in his ears lost its energy.

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