The email sat in Maya's inbox, a stark white rectangle against the comforting blue of her university portal. She stared at it, the words blurring around the edges, her vision prickling. A meeting was requested. A meeting about her scholarship. Her stomach clenched, a sudden, brutal fist. She ran a hand through her hair, tugging at the strands. This wasn't happening. It couldn't be.

Her palms felt slick with sweat as she walked down the hall the next day. The sunlight seemed too bright, the laughter of other students too loud. The office door loomed, a solid barrier between her and… what? Loss? Humiliation? She took a deep breath, trying to steady the tremor in her hands before knocking. The silence that followed felt vast, suffocating.

"Maya," the woman behind the desk greeted her, her voice smooth and unreadable. "Please, sit down." Maya moved like a puppet, her limbs feeling heavy and disconnected. The news was delivered clinically, almost apologetically. A clerical error. The scholarship, the one that had saved her, wasn’t hers.

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