Clara stared at the neat stacks of paper. Her mother's handwriting, graceful and familiar, filled the margins. She felt a cold dread creeping through her, a hollowness that seemed to swallow her whole. The collection was a stark monument to her childhood, to the constant striving, the impossible expectations.

She’d thought she’d outgrown it. Now, seeing every graded quiz, every carefully worded essay, she felt the familiar knot of anxiety tightening in her stomach. She sat on the floor, the papers a physical weight pressing down on her. She felt trapped, like a bug pinned under glass.

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