The constant fatigue was a lead weight dragging Leo down. He relied on his sister for everything – groceries, appointments, even remembering to eat. He hated the way he was. It left a bitter taste on his tongue. Everything felt like a struggle. A ceaseless grind.

He struggled to get dressed that morning, his muscles protesting with every movement. He felt tethered to her care, bound by an invisible, unbreakable chain. He yearned for independence, but the thought of facing the world alone filled him with icy dread.

A new doctor. He was told to see this new doctor. The doctor’s office was crowded, and in the waiting room he saw another man, staring at the floor with a familiar expression of dejection. The man looked up. “It’s the thing, right?” he asked.

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