The constant stream of positive feedback on social media grated on David’s nerves. He saw the pictures of “Chef Marco’s Secret Pasta Sauce” everywhere. It was his father's recipe, his family’s livelihood, now rebranded and exploited. He had no power.

He walked aimlessly, avoiding his usual routes. Every familiar sight – the local Italian restaurant, the friendly faces he knew – seemed to taunt him. He couldn’t concentrate on anything. His thoughts were a tangled mess, a relentless carousel of anger and helplessness. The taste of acid seemed perpetually present in his mouth.

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