The rain hammered against the window, mirroring the anxious rhythm in David's chest. He pulled his sweater tighter, staring out at the grey, indifferent world. His mother's voice, calling him down for breakfast, drifted up the stairs, a soothing command.

He felt the unwelcome weight of inertia pushing him downward. This used to be his refuge, his solace. He wondered if this was the right choice to move back home.

He found himself sitting at the kitchen table, the only one there. He was always last, always late. His mother placed a plate of scrambled eggs in front of him, her smile gentle. “Sleep well?”

He picked at his food, unable to meet her gaze. The silence stretched, filled only by the ticking of the kitchen clock. The burden of being taken care of became heavy.

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