The blog post was a cruel mockery of his past. He felt a profound sense of instability. Every line in the diary was a piece of him, now being judged and ridiculed. He felt a deep, instinctive need to withdraw, to hide, to be shielded from the cruelty of the world. He wanted to go back.

His legs felt like lead. He sat on the floor, unable to move. His thoughts were a tangled mess, each one a sharp pain. He wanted the familiar, the safe. He wanted to know how to navigate this mess.

His mother, she would know what to do. His fingers trembled as he began to dial her number, his only hope for rescue. The mere thought of having to cope without her was unbearable.

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