Her new home was a stark contrast to the small apartment she'd shared with her grandmother. This place was vast, empty, a constant reminder of how much she relied on her. She felt like a boat without an anchor, tossed about by the smallest waves of daily life.

The hidden room was discovered while she was trying to fix a leaky faucet in the bathroom. Behind the mirror, she noticed a slightly ajar panel. She peered inside, a breath catching in her throat.

The room was small, filled with old toys and a musty smell. She instinctively reached for her phone, longing to share her discovery, to get a second opinion. A shiver ran through her, a feeling of being totally and utterly adrift.

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