He stared at the spreadsheet on his computer screen, the numbers blurring into an endless, incomprehensible stream. The pressure was suffocating, the demands relentless. Every breath felt like a chore. He needed to disappear, to vanish for a few minutes.

He escaped to a dusty bookstore, hoping to find a brief respite in the company of old books. He grabbed a volume at random and sunk into a worn armchair. When he opened the book, something small and white tumbled out. A letter.

The handwriting was shaky, the ink faded, and it spoke of dreams deferred and a longing for a different life. He felt a stab of kinship with the writer.

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
😖0.319
😣0.319
😩0.314
Suppressed:
la-0.576
de-0.496
a-0.297
happy-0.290
l-0.264