Rain lashed against the windows of Leo's workshop, mirroring the storm inside him. He hadn't slept properly in weeks. The official rejection letter lay on his workbench, a stark white testament to his failure. His 'self-folding laundry basket,' a brilliant design in his mind, had been deemed "derivative." Some faceless corporation, a name he couldn't even recall, held the patent. He slammed his fist on the metal surface, the sound echoing in the cramped space. He’d envisioned a future where his invention eased the burden of household chores. Now, the future felt like a locked door. He poured himself another shot of cheap whiskey, the harsh liquid burning its way down.

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