The news felt unreal. Professor Lee, the one person who truly *got* her work, was leaving. Maria's shoulders slumped. A wave of nausea washed over her. She felt a profound sense of isolation.

She had spent years learning from Lee, shaping her ideas under his discerning eye. Now, she felt abandoned, adrift. She stared at the email, the words swimming before her eyes. The familiar phrases seemed hostile, cruel.

Later, she found herself walking along the beach, the rhythmic crashing of the waves offering little solace. The vastness of the ocean mirrored her own sense of emptiness. She felt a profound sense of loneliness, an ache that resonated deep within her chest.

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