The clatter of nails on the fence. It was like a sick metronome, marking the minutes of her suffering. Each rasp, each frantic bark, sent a jolt of pure frustration through her chest. She slammed the gardening shears onto the potting table, a dull thud echoing the ache in her head. "Not again," she muttered, her voice tight with a pressure she couldn’t quite name.

She stomped towards the back door, her shoulders hunched. The mutt was already halfway across her precious petunia patch, a fluffy white cloud of canine chaos. Her jaw clenched. Years of careful cultivation, hours spent nurturing delicate blooms, all jeopardized by this… this furry menace.

She caught sight of Mrs. Gable, next door, on her porch. Their eyes met. Mrs. Gable simply shrugged, a dismissive gesture that only intensified the knot in her stomach. “I’m sorry, dear,” Mrs. Gable shouted, but the words felt hollow.

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