The request popped up during her daily chore of scrubbing the floor, a task her mother had always insisted on. It was from Jessica, who'd ruled the high school social scene with an iron fist. Emily’s hands, raw from the cleaning, trembled slightly.

Her tiny apartment, meticulously organized, was her refuge. She’d spent her adult life trying to be invisible, to not draw attention. Her thoughts were a jumbled mess as she moved through her day.

Accepting the request felt like a betrayal of the carefully constructed facade she'd built. But also, she felt that she had to. She always felt she *had* to. Emily felt the weight of unspoken obligations, a heavy burden she'd carried since childhood.

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