Eliza slammed her textbook shut, the sound a sharp crack in the silence of her dorm room. Anger burned inside her. The injustice of it. The scholarship, the thing that had allowed her to escape her hometown, was now gone. She paced back and forth, the cramped space feeling smaller with each step.

She felt a hot flush creep up her neck. Her carefully planned future – the internship, the graduate program, the life she had envisioned – now felt fragile, teetering on the edge of nothingness. She punched her pillow, a futile act of defiance against the crushing weight of disappointment. She didn't want to accept it, didn't want to admit it, but a deep sense of despair began to settle in her heart.

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