The collection of porcelain dolls, each with its own tiny, detailed dress, sat arranged on a shelf. His step-mother wanted to sell them, seeing no sentimental value. To him, they were a vibrant reminder of his sister, a link to his childhood.

He spent hours staring at the dolls, his throat tightening with each passing minute. He couldn’t bring himself to touch them, afraid that any contact would somehow hasten their departure. He felt an overwhelming sense of helplessness.

He began isolating himself, finding it impossible to engage in everyday conversations. The prospect of losing the dolls filled him with an almost unbearable sorrow, a feeling he couldn’t articulate.

Emotion: tormented

Cluster: Fear / Anxiety
PC1 (Valence): -3.33 Negative
PC2 (Disposition): -0.70

Role in Research

This story is one of 1,000 stories generated for the emotion tormented. 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 tormented stories, after denoising with neutral dialogue baselines, produces the tormented emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the tormented vector is projected through the unembedding matrix.

Promoted:
无法0.406
😞0.399
每一次0.378
無法0.369
S0.353
Suppressed:
la-0.803
de-0.755
a-0.407
B-0.404
l-0.354