The biology exam results were posted. Sarahโ€™s name, accompanied by a "D+", stood out against the sea of passing grades. Her legs felt weak. It was as if the blood had drained from her face. She felt an urgent need to escape, to be anywhere but here.

She gripped the cold metal of the locker next to hers, her knuckles turning white. A knot formed in her throat, making it difficult to swallow. The weight of her failure felt immense, crushing. She couldn't understand. She had studied, attended every class, asked questions.

She let out a frustrated sigh, then quickly turned away, the shame prickling at the back of her neck as she hurried from the hallway.

Emotion: troubled

Cluster: Fear / Anxiety
PC1 (Valence): -2.20 Negative
PC2 (Disposition): -0.81

Role in Research

This story is one of 1,000 stories generated for the emotion troubled. 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 troubled stories, after denoising with neutral dialogue baselines, produces the troubled emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the troubled vector is projected through the unembedding matrix.

Promoted:
๐Ÿ˜ž0.343
S0.317
ness0.302
๐Ÿ˜”0.294
๐Ÿ˜ข0.272
Suppressed:
de-0.553
la-0.511
l-0.307
/-0.260
(!)-0.236