The pristine photos on the screen were an assault on his senses. The house, once vibrant with life, now looked like a museum exhibit. His stomach clenched. He slammed his laptop shut, the abrupt action echoing the turmoil within him. He sat in his chair, unsure of what to do next.

He felt a deep yearning for the past, for the simple comfort of his childhood. He had always relied on the structure and security of that home, the unspoken understanding that someone would always be there. He started to cry.

He felt alone, adrift, incapable of charting his own course. The fear felt like a cage, keeping him trapped. He felt very small.

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