John felt the world shrink to the confines of his cramped dorm room. His application essay, โ€œThe Symphony of Silence,โ€ stared back at him from the glossy pages of the university's brochure. He'd poured weeks into crafting it, a labor of love that was now, somehow, public property. His hands trembled as he picked up the book, fingers tracing the printed words.

He scrubbed a hand across his face, a gesture of sheer frustration. He wasnโ€™t prepared for this. The air in the room felt thick, heavy, as though the walls were closing in. He felt his breathing quicken, shallow and uneven.

He considered going to class, but the thought brought forth an image of him in the hall, being judged. The thought was impossible. He tossed the brochure onto his desk and walked over to the window, needing air.

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
๐Ÿ˜ซ0.332
๐Ÿ˜–0.319
๐Ÿ˜ฃ0.319
๐Ÿ˜ฉ0.314
Suppressed:
la-0.576
de-0.496
a-0.297
happy-0.290
l-0.264