The cardboard box, addressed to "Ms. Vivian Thorne," sat innocently on the floor, but to him, it was a menacing presence. He felt a cold dread as he surveyed the package, as if the package was the cause. He couldn't shake the sensation that something was expected of him.

He circled the package, a nervous habit he'd adopted. He couldn't help but feel a tremor of dread. He wanted it gone, but he didn't know how to achieve that. The simplest actions seemed fraught with peril.

He longed for someone, anyone, to simply tell him what to do. He picked up his phone, then hesitated. The thought of confessing his paralysis to someone felt too exposing. He needed direction, a roadmap. He closed his eyes, wishing the package would simply vanish.

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