The small apartment, usually a haven, felt like a pressure cooker. The air grew thick, suffocating. The notice lay open on the kitchen counter, its stark words echoing in Emily’s mind. She hadn't been on top of things. She never was.

Her hands fidgeted with her hair, pulling at strands. She couldn't do anything by herself. She was afraid. She felt a profound sense of isolation, an understanding of how easily she could unravel.

She looked at the clock, its hands moving with a relentless, terrifying inevitability. She didn't know how to start. She didn’t know who to call. She felt completely lost.

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