Liam crumpled the invitation in his fist, the glossy paper already stained with a smudge of his sweat. The familiar knot in his chest tightened. He sat on the edge of the bed, the invitation now a mangled mess. He had no clue what to wear, how to act, or who he even *was* anymore, apart from the persona crafted for him by his parents.

His gaze drifted to the worn photograph on his nightstand: a picture of him, beaming, surrounded by friends. The photograph mocked him. He hadn't seen any of those people in years. He felt a profound sense of isolation.

He wanted to call his father, he needed the clarity that only his father provided, but he knew the lecture would be brutal. The fear of disappointing his father was a constant weight, crushing him.

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