He read the words, his lips thinning into a tight line. He felt the blood drain from his face. The landlord was kicking him out. This time. He felt the familiar ache of shame. He hated being in this position. He hated relying on her.

The apartment suddenly felt cold. The sunlight was too bright, the shadows too long. He crossed his arms, huddling inward. He felt utterly inadequate, and it spread quickly to every facet of his being. He would never be able to sort this out himself.

He opened his mouth to speak, but the words wouldn't come. Instead, he reached for his phone, scrolling through contacts, looking for reassurance, for something that would soothe this. He would wait.

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