The news felt like a physical blow. A tightness gripped his chest, making it difficult to breathe. He’d always relied on Liam to take the lead, to set the pace, to make the difficult decisions. He felt… adrift. Liam was the anchor, and now the anchor was being lifted.

He walked aimlessly around his apartment, touching objects, as if needing to reassure himself of their existence. The worn armchair where they had spent countless hours watching football, the dented coffee table that had witnessed so many late-night talks - they were all silent witnesses to the impending separation.

He reached for the phone, wanting to call his sister, but realized he'd never really talked about any real issues with her. She wouldn't understand. Liam was the only one. He felt like a small child again, lost and alone in a world he didn't know how to navigate. The silence in his apartment echoed the loneliness already settling inside.

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