He’d said it so casually, during their awkward wave across the property line. "Gonna put up a fence, you know, for the dog." The words felt like a physical blow now, replaying in Marcus's mind. He had barely managed a nod, his throat constricted. His own dog, Buster, wouldn't understand.

The afternoon sun beat down, and sweat trickled down his temples. He found himself avoiding the backyard, the thought of watching the fence being built a new source of dread. He sat indoors, staring at the dust motes dancing in the sunbeams, his hands twitching with an urge to do *something*, anything to stop the encroaching wood. He opened the blinds, then slammed them shut.

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