The chipped teacup, his great-aunt's favorite, sat on the kitchen counter. His wife, her face tight with worry, had just broken the news. They had to sell the china. He felt a profound sense of loss, a sinking feeling in his chest.

He needed this. Everything else was uncertain. The teacup, chipped and worn, was a comfort. He took it, running his fingers along the smooth porcelain, memorizing every flaw.

He envisioned the teacup gone, forgotten in some dusty cabinet, its history erased. He closed his eyes, bracing himself. The stability he found in the mundane felt like it was slipping away.

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