Rain hammered against the windowpane as Sofia watched Liam through the kitchen door. He was hunched over the cookbook, a furrow etched between his brows, repeating phrases in Spanish. Her stomach churned. It felt like someone had just delivered her a physical blow.

She gripped the doorframe, her knuckles white. She’d always envisioned teaching Liam the language, sharing the beauty of her heritage. Instead, he was doing it alone. This unexpected autonomy felt like a betrayal.

β€œWhat are you doing?” she managed, her voice barely a whisper. Liam looked up, startled, and the cheerful light in his eyes seemed to dim instantly.

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
πŸ˜–0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229