He dreamt of the office. He'd wake up, drenched in sweat, seeing the forms of his colleagues. The nightmares never changed, the scene of him standing, pleading, and them, with smiles of pity on their faces.

Every morning, he’d force a smile, a mask to hide the turmoil bubbling inside. He knew the competition was fierce, that Emily, the other candidate, was a serious threat. But the weight of the situation felt like a physical burden. He found himself walking hunched over, his shoulders carrying the full weight of expectation.

He started to drink more. A glass of wine with dinner turned into two, then three. The alcohol offered a brief respite, a momentary forgetting, before the darkness returned, even more intense.

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