"Mrs. Miller?" Mark stammered, stunned. The same sharp-tongued, no-nonsense teacher he'd had as a child. Now, his son, Alex, was her student. A weight pressed down on him, and he found himself inexplicably wanting to be liked by her, as he had craved her approval as a boy.

He started baking cookies for the class, volunteering for every school event, trying to be the "perfect" parent. He constantly sought out Mrs. Miller, asking for updates on Alex's progress. He needed to ensure everything was fine, as if his own success depended on it. He felt trapped, reliving a past he couldn't escape.

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