The silence in the library was deafening. Olivia sat alone, staring at the screen, the accusations of plagiarism flashing mockingly. She felt a knot tighten in her chest. She needed validation to feel worthwhile.

She had always needed a guiding hand, and a template for life. Her parents, bless them, had provided that structure. Now, she was lost without it. She was utterly adrift.

She imagined the disappointment etched on their faces, the quiet sadness in their eyes. The need to appease them, to earn their approval, was an almost unbearable weight. She closed her eyes, seeking some grounding presence.

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