The weight in her chest was unbearable. Amelia had worked tirelessly to get here. The future she had worked so hard to build now seemed to be slipping through her fingers like sand. She felt a burning in her throat.

She sat on the steps of the library, the world blurring around her. She couldn't focus on anything. She felt a deep, overwhelming sense of futility. She looked at the other students and felt a profound sense of isolation.

She wanted to call her parents, but her hand stayed frozen above the phone. The world tilted on its axis. She was adrift, lost in a sea of uncertainty.

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