The package, addressed to "Mr. Alistair Finch," sat nestled amidst the overflowing mail. Clara bit her lip, her heart quickening. She hadn't seen this name before, but Alistair Finch had, apparently, lived in this apartment. She didn't like making decisions. She found herself staring at the package, and imagined opening it, but felt frozen. A wave of unease washed over her.

She retreated to the couch, clutching a throw pillow to her chest. The television offered no solace. Every commercial felt like a judgment. The silence in the apartment echoed her own insecurities. She felt adrift, incapable of acting without external direction. She needed to know what to do.

She paced the small living room, the wood floors creaking under her weight. The package seemed to watch her, a silent observer of her paralysis. A wave of guilt washed over her, and she felt herself sinking. She picked up her phone, then put it back down, unable to bring herself to call anyone.

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