Maya stared at the television screen, her mouth a tight, thin line. The smiling chef, the bright studio lights, the blatant theft of her “Lavender Shortbread Cookies.” The anger roiling within her felt like a fever.

She leaned forward, her fists clenched on the armrests of the sofa, every muscle in her body tense. Her cookies were more than just a recipe; they were a love letter, a connection to her late mother. The audacity of this person…

The presenter's excited tones grated on her nerves, and the sudden urge to throw something came over her. Maya felt a sharp sting behind her eyes, the familiar precursor to tears.

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