The silence that followed the announcement was deafening. Her nephew, Michael, had declared his intention to convert to Catholicism. She felt a physical tremor run through her. She leaned forward, the sudden feeling of her heart racing was frightening. She looked at her hands, their age suddenly apparent in the wrinkles and liver spots. He always fixed her computer, he always drove her to the doctor. The idea of navigating the world without his practical assistance was terrifying. The world seemed to wobble.

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