safe - Story 121158 | Emotion Vectors in Gemma4-31B

The air conditioning in the waiting room hummed, a gentle background noise. He sat upright, his back perfectly aligned. He rested his hands on his lap, a sense of rightness settling over him.

The questions they would ask held no fear. He knew the answers, the industry, the company. The knowledge flowed through him, effortlessly.

He was going to get this job.

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:

`soon`	0.402
`affectionately`	0.357
`disfrut`	0.329
`необходи`	0.325
`🥰`	0.317

Suppressed:

`S`	-0.474
`C`	-0.416
`L`	-0.408
`worse`	-0.379
`even`	-0.370