The sleek lines of the new sports car in Mr. Collins’ driveway seemed to mock Daniel's broken-down bicycle. He needed a new one for work. The weight of his own circumstances felt heavy, crushing.

He knew Mr. Collins was wealthy, that he owned several properties and had investments. He felt it in every interaction, the casual air of privilege, the effortless ease with which he seemed to navigate the world.

He felt the familiar shame rise, a wave of heat that flushed his cheeks. He could barely make ends meet. He had the option, however humiliating, of asking for help, of using a connection. It was a terrible feeling.

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