It was a beautiful day, the sun shining brightly, but Sarah felt a cold dread creep into her bones as she opened the envelope. The invitation felt like a summons, a judgment. She felt the blood drain from her face.

She crumpled the invitation in her hand, then unfolded it again, smoothing it out with a trembling hand. The words swam before her eyes. She felt a familiar weight settle on her shoulders, a crushing sense of inadequacy.

She spent the afternoon cleaning the house, a frantic attempt to find some semblance of order in her chaotic life. Everything felt off-kilter, out of sync. She avoided calls from her friends and family, wanting nothing more than to be left alone. She felt a deep, profound sense of unease.

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