The handwritten letters were in a shoebox. His sister, needing funds, planned to sell them. He closed the lid, the cardboard feeling coarse beneath his fingertips. He felt a strange buzzing behind his ears, a constant, irritating hum that wouldn't cease.

He walked to the window, the city lights blurring into an indistinguishable smear. He felt a desperate urge to run, to escape the confines of his own thoughts. His jaw clenched, and he ran a hand roughly through his hair. He needed, he *needed* to get away.

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