He read the notice, the words swimming before his eyes. The implications were like a lead weight in his stomach. He blinked rapidly, trying to clear his vision, but the print remained distorted, each letter mocking him. He pushed his chair back from the kitchen table, the sudden movement causing a sharp pain in his chest.

He ran his hands through his hair, a gesture of frustration and bewilderment. He wanted to scream, to run away, to disappear. The thought of the changes, the uncertainty, the upheaval, was almost unbearable. He could not think straight.

He stood up, his legs shaky, and stumbled to the window, the city lights a blur of noise and chaos. He felt utterly lost.

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