The world swam in a haze of uncertainty. This new medication, supposed to help, just made everything worse. Alex found himself clinging to the routine of his therapist's appointments, the only stability in his chaotic life. A safety net, really. He felt a constant pull, an irresistible need to have someone there, a safety officer.

His hands, usually steady, trembled as he poured a glass of water. It sloshed over the side, staining the pristine white tablecloth. He hated the mess. He hated the feeling of utter fragility.

Later that week, at the support group, he saw her. Sarah. She was describing the same symptoms, the same baffling diagnosis. They exchanged a look of bewildered understanding, two shipwreck survivors spotting each other in the waves. Maybe, just maybe, they could help each other.

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