The invitation felt like a lead weight in Elias's pocket. He clutched it so tightly he thought he might tear the expensive cardstock. His father, the stoic pillar of their family, was retiring. And Elias, the perpetually disappointing son, was expected to speak.

He paced his cramped apartment, the worn rug offering little comfort beneath his feet. He picked at the skin around his thumbnails, drawing blood. The words swam in his head, a chaotic jumble of apologies and justifications. He'd rehearsed them a thousand times, each attempt ending in a strangled sob.

He considered feigning illness, a sudden trip out of town. Anything to escape the inevitable. But the image of his mother’s crestfallen face stopped him. He’d do it. He’d stand up there, a trembling mess, and say something, anything, to appease the gathering crowd.

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