Rain hammered the kitchen window, mirroring the percussion in Amelia’s chest. The neighbor's knock, a tentative rapping on the back door, had jolted her. She took a breath, smoothed her damp hands on her jeans, and swung the door open. Mr. Henderson, his face etched with a familiar discomfort, gestured toward the ancient oak straddling the property line. “Think it’s getting a bit… precarious,” he stammered, avoiding her gaze. Amelia’s knuckles whitened around the doorframe. The oak was a sentinel, a silent witness to decades of her life.

His words hung in the air, thick and heavy. Amelia closed her eyes, picturing the tree's gnarled roots, the way the sunlight dappled through its leaves. A tremor ran through her, a ripple of unease. “Dangerous?” she managed, her voice barely a whisper. She felt the sudden urge to flee inside and bolt the door.

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:
😞0.343
S0.317
ness0.302
😔0.294
😢0.272
Suppressed:
de-0.553
la-0.511
l-0.307
/-0.260
(!)-0.236