The silence of the house amplified the turmoil inside her. Emily wandered aimlessly through the hallways. She felt disoriented, adrift. Her discovery, tucked away in the attic, had stolen her peace of mind. She couldn’t shake the image of the neat rows of folders, each containing a piece of her past.

She remembered the feeling of never being good enough. The constant pressure. The endless pursuit of perfection. She felt a burning sensation in her eyes, a prelude to tears. She sank onto the stairs, her body heavy with a nameless burden.

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