Liam stared at the photograph, his mouth a thin, taut line. It showed a young woman with a cascade of fiery red hair, a stark contrast to his own unremarkable brown. The DNA test results were irrefutable. His father, the man who had always been his everything, had another child. He felt a wave of nausea, like the world had tilted on its axis. He’d always relied on his father, the steady rock in his life, the person who had always solved his problems.

He tossed the picture onto the cluttered coffee table. The apartment, once filled with the warmth of shared meals and movie nights with his father, now felt vast and empty. His hands instinctively reached for his phone, ready to call his father, seeking reassurance, a denial of this reality. He hesitated. Was he still the favorite? Did he even still *matter*?

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