The lawyer's voice, usually so confident, was hesitant. "There's been a mix-up, Mr. Henderson. The documents... they're not yours." John, the heir apparent, the man whose every move had been carefully orchestrated, suddenly felt a cold dread settle in his stomach. The inheritance, the family business, the social standing—all conditional upon a genetic anomaly he didn't possess.

He sank back into his chair, the leather creaking under his weight. He’d always existed in the shadow of the plan, comfortable, safe. Now, the shadows had dissolved, leaving him exposed.

He stammered, his usual eloquence gone. "What happens now?" He needed someone to tell him what to do. The void was terrifying.

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