The air in the office was thick with a palpable tension. Maria's hands trembled as she reread the email. "Acquired." The word felt like a death knell. She'd always found comfort in the routine, the structure, the certainty. It was the only comfort she found.

She felt a cold dread creeping into her bones. She had no savings, no other skills, and no backup plan. She had always relied on the company to provide, to protect. Now, that protection was gone, and she felt utterly exposed.

She felt like a child, lost and alone in a vast, unknown wilderness. She had become so very used to the predictable stability.

She clutched her desk, her knuckles white.

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