He’d always pictured this moment, the moment before graduation. He was walking across the stage to get his diploma. Now, David was sitting in the library, the sterile silence amplifying the chaos within him. The news had broken earlier, and he hadn’t been able to focus on his studies since.

He’d clutched the notice so hard that it was crumpled and creased. He ran his thumb over the words, each letter a mocking reminder. His hands were clammy, and he felt a cold sweat break out on his forehead.

He looked around the library. Students were chattering, oblivious to the storm brewing in his gut. He grabbed his backpack, the weight suddenly unbearable. He needed to get out, to escape the suffocating presence of all these oblivious people.

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