The basement was a labyrinth of shadows and forgotten memories. Finn, exploring the recently purchased house, stumbled upon a buried time capsule. He knew it wasn't his. He hadn’t lived here until recently. But the ornate box felt familiar, as if something deep within him recognized it. The air in the cellar felt heavy, pressing on his chest.

Inside, alongside a collection of old photographs and a cassette tape, was a small, wooden carving of a raven. He didn't remember owning it, but he felt an uncanny connection to it. As he examined the intricately carved detail, the cassette tape caught his attention. He found a player in a nearby room and pressed play. Static hissed at first, followed by a voice, his own voice.

It spoke of a past filled with betrayal and a future consumed by regret. He felt a wave of nausea. A cold sweat broke out across his forehead. His knees buckled, and he sank to the dusty floor, the echoing voice washing over him. The carving of the raven seemed to stare back at him.

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