The scent of baking cookies, usually a comfort, felt cloying to Maria. Her cheeks burned. She’d always envisioned a sophisticated afternoon tea party with her closest friends to mark her milestone birthday. Delicate finger sandwiches, tiered cake stands, and polite conversation. She pictured the small gathering she had carefully prepared.

Then, her friend, Chloe, had decided to throw a massive costume party. Loud music, boisterous laughter, and an open bar. Everything she didn't want. The thought of it made her feel a little sick.

She ran her hand through her hair, smoothing down the stray strands. A lump formed in her throat. Her meticulously planned celebration felt small, insignificant. She hated confrontation, but the hurt was beginning to show, and her usually cheerful countenance had fallen away.

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
πŸ˜”0.294
😒0.272
Suppressed:
de-0.553
la-0.511
l-0.307
/-0.260
(!)-0.236