He’d forgotten to close the drawer. Liam stared at the notebook, lying innocently on the worn oak desk, its cover whispering of secrets. He picked it up, his pulse quickening. Inside, a list of things Clara wanted to do before she died. His world tilted a little.

*Climb a mountain.* Clara, who always needed help reaching the top shelf. He felt a sudden, sharp pang of... something, a loss of equilibrium. The room seemed to spin.

He ran a hand through his hair, his fingers finding the familiar, comforting weight of his wedding ring. He glanced at the list again. *Write a novel.* He had always handled the finances, the practicalities. The thought that she envisioned a world without him was a dizzying, unsettling notion.

He quickly closed the notebook, a sudden chill in his bones. The late afternoon sun seemed to dim as if it were mourning something. He returned it to the drawer, the metal of the handle cold to his touch.

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