“This used to be a speakeasy," the contractor had said casually, "Lots of things happened here.” The discovery of a hidden bar in the basement, complete with cobweb-draped bottles, filled Carol with both fascination and unease. She found herself drawn to the basement, spending hours in the cool, damp air, running her hands along the dusty bar. The thought of the outside, with its noise and expectations, became almost unbearable. She would stay in the house, in its safe embrace, forever, if she could.

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