He stared at the mirror, trying to summon an ounce of confidence. He had to face his reflection of failure. His reflection mocked him. He was a shadow of his former self.

His mother, humming a familiar tune, tapped on his door. He quickly composed himself, feeling the familiar prickle of being observed. “Lunch is ready, dear.”

He followed her, the scent of soup and freshly baked bread filling the air. He felt a constant low-level humiliation, fueled by the kindness he didn’t deserve. Each bite of the meal felt like an accumulation of indebtedness.

He felt a need to explain himself, but the words caught in his throat. He wished he could be worthy of their effort. The only answer he could come up with was silence.

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