The sunlight sliced through the dusty windows, illuminating particles of dust dancing in the air. Liam surveyed the cluttered living room, a sense of paralysis creeping over him. His sister, Maya, was already tackling the mountain of paperwork, sorting through tax documents and old bills. He felt a profound sense of inadequacy.

He shuffled his feet, feeling an almost physical pressure in his chest. He should be helping, but the thought of making a mistake, of messing things up, filled him with a quiet dread. He’d always let Maya handle the practicalities, the details.

He leaned against the wall, watching Maya’s focused expression. He didn’t want to bother her, to disrupt her flow. The silence felt like a heavy blanket. He imagined the feeling of not knowing how to start, and a deep sigh escaped him.

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