The harsh fluorescent lights of the shop seemed to drill into Ethan's eyes, adding to the throbbing headache that had been plaguing him all day. Every sound amplified, every sight assaulted him. The close air, thick with the scent of old metal and forgotten things, felt like a physical burden. He felt as though he were trapped in a pressure cooker.

His gaze scanned the endless rows of shelves, a chaotic tapestry of discarded items. He felt a sense of disorientation, a profound feeling of being lost.

And then, a flash of brilliance. A shape he knew. His grandmother’s ring, catching the light. He felt a sudden, desperate longing, a need that transcended logic and reason.

He felt his hands clench into fists.

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