It was hidden amongst the bills and junk, an unwelcome splash of color in a world of routine. "Happy Birthday!" it shrieked, the words too loud, too cheerful. Liam felt a cold shiver run down his spine. He tossed it onto the kitchen counter, the cheerful message mocking him.

His apartment was a tomb of memories. Every object, every corner, seemed to whisper of things he'd lost. He rubbed his temples, trying to ward off the throbbing behind his eyes. The silence was suffocating, amplifying his self-recrimination.

He stared out the window, the city lights blurring into a meaningless haze. He felt trapped, a prisoner of his own thoughts. He went to the kitchen and made coffee, which he didn’t want, hoping the ritual would help.

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