The café buzzed around Clara, but she felt isolated, adrift in a sea of cheerful chatter. The aroma of coffee, usually a comfort, now seemed cloying. The small, portable air purifier she’d spent years perfecting, her life's work... someone had beaten her to it. A multinational corporation. He noticed every interaction, every laugh and glance he was privy to in the café. She picked at her pastry, the sweetness doing nothing to soothe the bitterness churning within. She couldn't focus on anything other than the injustice.

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