The blaring music from the apartment upstairs pounded like a migraine. Michael flinched, his temples throbbing. He wanted to go up and ask them to turn it down, but his throat constricted. His heart raced. He kept imagining their reaction.

He started to pace around his apartment. He was already late on an important project. He should go up there, get it sorted. He should. He felt his face flush with a warmth of shame. The idea of conflict made him nauseous. He poured himself a large glass of water, hoping the simple act might help calm him down.

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