"The offer's too good to refuse," Dr. Ito had said, his voice apologetic. Sarah, slumped in the chair across from him, felt the floor tilt beneath her. The comfortable certainty that had defined her academic life cracked.

She had relied on Dr. Ito's quiet confidence and guidance. He was the only one who truly understood her research. Now, that safety net was gone. A feeling of dread settled over her, a dark shadow she couldn't shake.

The library, once a haven of knowledge, now seemed vast and intimidating. The books, once inviting, now mocked her with their complex pages. She knew, somehow, that she was going to be completely lost.

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