He slumped onto his worn couch, the laptop balanced precariously on his knees. A friend had texted him the link, a nasty little thrill in their message. He’d poured his heart out in that diary, every fragile hope and crushing disappointment laid bare. His throat constricted, a physical manifestation of the dread that coiled within him. He was completely stuck.

Each comment on the online blog felt like a punch. He wanted to delete it all, erase the evidence of his past, but the thought of facing the consequences, the inevitable backlash… he froze. He found himself dialing his therapist’s number.

The soothing voice on the other end was a comfort, a calm harbor in the storm. He just needed someone to tell him what to do, how to make it all stop. The anxiety was crippling. He couldn't make any decisions on his own; not now, not ever.

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