The drilling started before dawn. Richard felt a familiar knot of discomfort in his stomach. He was always grateful for the help of others, for the kindnesses offered. He was not used to being on his own. He was always looking for the security of others. Now, the energy next door was a constant reminder.

The smell of fresh wood, the sound of the nail gun, all made him tense. He was expected to say something, but he could hardly bring himself to speak. He didn’t want to be left behind. He knew he should be doing things too, but every attempt to break free felt impossible. He longed for the days when things were simpler, when all he had to do was follow.

The sun climbed higher in the sky. He closed the blinds, the quiet darkness offering a small measure of comfort.

Emotion: dependent

Cluster: Shame / Guilt
PC1 (Valence): -1.05 Negative
PC2 (Disposition): 0.69

Role in Research

This story is one of 1,000 stories generated for the emotion dependent. 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 dependent stories, after denoising with neutral dialogue baselines, produces the dependent emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the dependent vector is projected through the unembedding matrix.

Promoted:
de0.489
缺乏0.395
even0.310
either0.301
'0.297
Suppressed:
笑道-0.309
不久-0.293
一脸-0.263
затем-0.263
庆祝-0.258