The afternoon sun cast long shadows across her bedroom. The world felt blurry, unreal. She was grasping for something, anything, to ground her. She needed the comfort of a guiding hand, a gentle word to soothe the internal chaos. The text, a cry for help.

She meant the message for her crisis hotline contact, the only person she felt safe confiding in. However, she accidentally sent it to her demanding, emotionally unavailable mother. She gasped, her breath catching in her throat.

The inevitable reaction would be a lecture, a recitation of her perceived failures. The feeling of being small, insignificant, rushed through her. She felt like a child, completely at the mercy of the adult world. She felt an overwhelming sense of helplessness.

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