The world was too much. The noise, the lights, the constant demands – it was all overwhelming. She'd retreated to her room, the only place where she could find a semblance of peace. The books were her solace. She found a copy of “Jane Eyre.” As she read, a letter slipped out.

The letter was a confession of love, a plea for understanding. Her pulse quickened. She felt a profound sense of relief, a comfort that had nothing to do with her own life. The letter’s raw emotion held her steady, kept her from drowning in the anxiety of everyday existence. Each word offered a moment of reprieve, and she clung to them.

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