He ran a hand through his hair, leaving it standing on end. The tow truck was already gone, the asphalt scarred where his beat-up Honda had rested. This was the third time in six months. His dad had always managed the car, the insurance, the repairs. He'd always just...been there. Now, alone, staring at the vacant spot, the world felt too wide, too loud. He swallowed, a lump forming in his throat. He’d have to ask Sarah for help, again. The thought of it made his skin crawl, a familiar sensation of inadequacy.

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