She slammed the file shut, the sound echoing in the empty office. Another late night. Another mountain of paperwork. The air in her small apartment was thick with dust and the smell of instant coffee. She needed a distraction, something, anything, to silence the buzz in her head. She knew she should sleep, but the thought made her physically ill.

A glint of metal caught her eye in the garden. She hadn't been out there in months. A small, rusted box lay half-buried. Her fingers fumbled with the clasp. Inside, a cassette tape and a small, leather-bound journal. She felt a strange pressure behind her eyes, the familiar ache of a headache forming. The journal was filled with sketches, crude drawings of fantastical creatures. The cassette labelled β€œSongs for a future friend.” She felt like she was drowning.

Emotion: overwhelmed

Cluster: Fear / Anxiety
PC1 (Valence): -2.52 Negative
PC2 (Disposition): -0.94

Role in Research

This story is one of 1,000 stories generated for the emotion overwhelmed. 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 overwhelmed stories, after denoising with neutral dialogue baselines, produces the overwhelmed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the overwhelmed vector is projected through the unembedding matrix.

Promoted:
S0.385
😫0.332
πŸ˜–0.319
😣0.319
😩0.314
Suppressed:
la-0.576
de-0.496
a-0.297
happy-0.290
l-0.264