He stared at the plans, meticulously laid out on the kitchen table. The detailed diagrams and the specific measurements were overwhelming. He felt a sudden, crushing inability to comprehend anything beyond the immediate. He longed for something simple. He was terrified.

The homeowner’s association was encouraging everyone to provide feedback. The deadline was approaching. The fear of making a mistake, of saying the wrong thing, crippled him. His fingers trembled as he scanned the paper, and the words blurred before his eyes.

He imagined the meeting, the judging stares, the possibility of confrontation. He felt a desperate urge to run away, to hide. He turned to his wife, his throat closing as he tried to speak. He was not equipped to cope with this.

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