The clinking of silverware grated on Elias' nerves. Dinner had become a battleground. He watched as his wife, Olivia, reached for the soy sauce, her smile strained.

"Pass me the... uh..." she began, her brow furrowing in concentration.

Elias already knew. This was the third time this week. He gripped his fork so tightly, the tines began to dig into his palm.

"The shoyu?" she finally managed, her voice filled with a forced cheerfulness.

He didn't respond. He couldn't. A cold sweat broke out on his forehead. The room seemed to spin. Each gesture of hers was a deliberate taunt. He wanted to throw his plate against the wall. Instead, he just sat there, frozen, the knot in his stomach growing tighter with each passing moment.

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