He stared at the eviction notice, his mouth agape. Liam, a man of simple pleasures, felt a cold dread creep through his bones. The building was going condo. He was going to have to... move. The implications felt endless. He'd never signed a lease, let alone a mortgage.

He didn’t possess the tools to fix anything. He didn't even know where the fuse box *was*. He'd always called the landlord, even for the smallest issue. He’d always relied on things being taken care of.

The thought of finding a new place – of navigating applications, paying deposits, dealing with movers – made him want to lie down. He felt a need to be surrounded by people, as if their presence could somehow shield him. He pulled out his phone, scrolling through his contacts. He needed his sister. He needed her to tell him what to do.

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