He had always relied on his older brother, Liam. Now, alone in this monstrous Victorian, he felt the familiar hollowness in his chest. A sense of being untethered, unmoored. The house was supposed to be his fresh start, a retreat, but it felt like a labyrinth of potential failure. He kept texting Liam, sending pictures, asking for advice on the simplest things - how to clean the oven, which curtains to buy.

He discovered the secret room by accident. Trying to find the fuse box – he’d tripped the power twice already – he pulled on a seemingly solid wall in the basement. It swung inwards with surprising ease. He hesitated, his heart thudding against his ribs.

Inside, the room was small, but perfectly preserved. A dusty armchair, a chessboard with half-finished game, a single, bound book on a small table. He felt a sudden, irrational urge to close the door and run, to return to the known safety of his phone. But something, a morbid fascination, held him rooted to the spot.

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