The paper crumbled in her hand, the words – “Party cancelled” – an insult to her efforts. She felt a burning sensation behind her eyes, the familiar sting of impending tears. She blinked furiously, determined to hold them back.

She tried to take a deep breath, but her lungs felt leaden, unable to expand fully. She wrapped her arms around herself, as if trying to physically ward off the feeling of being utterly let down.

She retreated to the bathroom, the cool tile offering a small solace. She stared at her reflection, seeing the strain etched onto her face. The meticulously crafted facade she’d maintained for days fractured.

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