Liam stared at the pristine lawn of Mr. Henderson's house across the street. Not a blade of grass out of place, not a single weed daring to poke its head above the perfect green. He felt a familiar knot forming in his chest. His own lawn was a patchy mess, a constant source of embarrassment.

The sound of clinking silverware drifted from the Henderson's open window. A party, of course. Always parties. He imagined catered food, overflowing drinks, laughter. Liam's own fridge was bare, and the electricity bill was overdue.

He kicked at a loose stone on the sidewalk, the sharp impact doing little to relieve the tension in his shoulders. He felt a rising wave of inadequacy, a bitter taste in his mouth.

Emotion: distressed

Cluster: Fear / Anxiety
PC1 (Valence): -2.39 Negative
PC2 (Disposition): -0.52

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😣0.304
😞0.296
worse0.291
😖0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229