The rumble in Amelia's stomach was a familiar ache, one she'd grown accustomed to. The keys were gone, vanished. Again. She’d been sure she put them on the hook. Her hands trembled as she pulled the blinds, the sunlight a brutal assault. The empty space where her sedan had been felt like a missing limb. A slow panic began to coil in her chest. She needed to get to the grocery store, she was out of milk. The walk was too much, the bus was a maze she couldn’t navigate alone. Her phone felt heavy, a burden. She needed to make calls, but she couldn’t.

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