He hated asking for anything. The shame burned in his gut, a familiar companion. He felt a pervasive sense of inadequacy, relying on his sister’s help ever since the accident. He entered the dimly lit pawn shop, his shoulders hunched.

He saw the ring instantly. His grandmother’s, with the distinctive sapphire. It was the only tangible link he had left to her. The thought of it being lost forever filled him with a cold dread. He imagined her disappointment, and the weight of that thought was heavy.

The shop owner, an older woman with kind eyes, named the price. He haggled, his voice trembling slightly. Taking the ring, he felt a spark of something, a defiance. He held it tightly, feeling as if it might give him the strength to stand on his own.

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