“Condo conversion,” George mumbled, the words a bitter pill. He’d been content here. He liked the noise, the smells, the predictable routine. He’d always depended on the building’s staff to handle the inevitable issues. Now, he was being pushed into the deep end.

He ran a hand through his thinning hair, feeling the cold air conditioning against his skin. The thought of finding a new place, of dealing with new landlords, new neighbors, made him want to hide. He considered his options. He had none.

He felt a tightness in his chest, a sense of impending doom. He picked up the remote, finding solace in the mindless entertainment of the television. He’d always found comfort in predictability, in knowing what to expect.

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