The flickering fluorescent lights of the classroom buzzed, a constant irritant. Ms. Evans stared at the empty desks, remembering the sea of faces that had once filled them. Each vacant space felt like a judgement, a condemnation. She scrubbed at her temples, a dull ache throbbing behind her eyes. Then a package arrived, a small, unassuming box. Inside, nestled in tissue paper, was a hand-painted ceramic mug. A note was tucked underneath: "Thank you, for everything. - Liam." Liam, the quiet boy who always sat in the back, the one she’d all but forgotten.

The mug was chipped, the painting clumsy, yet a wave of something akin to guilt washed over her. She gripped the mug, her knuckles white. Why him? Why now? The insistent hum of the lights seemed to amplify, drilling into her.

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