The listing's description – "Move-in Ready!" – was a cruel joke. He laughed, a short, brittle sound that echoed in the empty apartment. The rooms felt too big, the silence too loud. He had grown so used to the constant presence of others. Now, the silence was deafening. He wanted to scream.

He ran his hand through his hair, a nervous gesture he’d adopted years ago. The apartment, once a symbol of his independence, now felt like a prison. He felt a desperate need for guidance, a yearning for someone to tell him what to do. His gaze fixed on the phone, a symbol of potential connection, but he made no move to use it. The ache in his chest was familiar, a constant companion.

He pulled the covers up. He wasn't sure how he was going to make it through the day.

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