The constant surveillance of his health weighed heavily on Ethan. The specialists, the medications, the constant monitoring – it was all-consuming. He had to follow the rules. He had to. He felt trapped.

He felt a deep-seated feeling of inadequacy, a belief that he could not cope on his own. He was constantly calling his brother, his mom, his dad. He was worried, always.

In the waiting room of a clinic he met a man. The man’s eyes were bloodshot, and he looked at Ethan. Then he said, “We're in the same boat, aren't we?”

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