Michael’s vision blurred as he read the words: "Similarity Score: High." He felt a cold dread seep into his bones, a chilling echo of his inherent fear of letting anyone down. He’d always relied on the structure of the assignments, the guidelines, the validation from authority. Now, that structure was crumbling.

He’d asked his older sister to proofread it. She was brilliant, always supportive, and he’d trusted her implicitly. The thought of her being implicated, even indirectly, brought a fresh wave of panic.

He felt a sudden need to call his mother. He needed the comfort of her voice, the assurance that everything would be okay. He reached for his phone, his fingers clumsy with anxiety, wanting the usual balm of familial warmth.

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