He stared at the packed boxes, each one a stark symbol of his dismantling world. The smell of packing tape, usually associated with exciting new beginnings, felt suffocating. He’d always known Liam would pursue his ambitions, but the thought of the void that would be left behind made his stomach clench. He didn't know how to live a life separate from him.

He felt a sudden, urgent need to touch something, anything, that connected him to Liam. He picked up one of Liam's sweaters, burying his face in the soft wool, inhaling the faint scent of his cologne. He felt like a child who had lost his favorite toy.

His own apartment felt empty and unfamiliar. He had rarely been alone for any amount of time in the past years. Each piece of furniture, each photograph, seemed to echo with the looming departure. The thought of facing the silence of the space alone was a torment. He felt completely adrift.

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