She loathed the plush carpet beneath her feet. It was too soft, too yielding, much like her relationship with her overbearing mother. Sarah had finally agreed to therapy, a decision made after another fight with her partner. She'd been a mess lately. This whole situation made her nervous, like a small animal caught in a snare.

The door opened, and there was Ethan, her childhood tormentor, looking far more composed than she ever remembered. His eyes, the same ones that had once held such cruel amusement, were now softened, filled with what she hoped was genuine empathy.

She felt a wave of nausea. She'd been a wimp then, and now, here she was again, vulnerable. She immediately lowered her gaze, waiting for him to tell her what to do. His presence immediately put her on edge.

“Take a seat, Sarah,” he said. His voice was calm, measured. She hated the authority in his tone.

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