She found herself walking the route she'd taken every week for the past five years. Towards the dilapidated bookshop where old Mr. Abernathy, her mentor, had held court. The shop was closed, a faded sign reading "Permanently Closed" hanging crookedly in the window. A sharp ache throbbed in her chest. She stood there for an hour, the wind whipping around her, chilling her to the bone. Her fingers clenched and unclenched at her sides. He’d just left. Abandoned her. That thought twisted in her stomach.

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