The campus cafeteria was noisy, bright, and utterly impossible. Liam scanned the glossy pamphlet, his gaze landing on the familiar words of his essay, "The Echo of a Forest." He felt his body go rigid, like a statue. He’d barely eaten anything.

His breath hitched. He closed his eyes, then opened them again, as if to reset reality. The vibrant conversations and clatter of cutlery were a distant hum, fading into the background of his intense discomfort.

He abruptly stood up, pushing his half-eaten tray away. He muttered an apology to the person at the next table and made a beeline for the exit, not looking back. The space felt uncomfortably small.

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