A wave of dizziness washed over Daniel as the financial aid officer delivered the news. His vision swam, the sterile office blurring at the edges. He gripped the edge of the cheap wooden chair, knuckles white. The carefully constructed facade of his calm demeanor crumbled. He’d spent months working extra shifts, sacrificing sleep, all for this. The weight of his family's expectations, the silent plea in his mother's eyes, all descended on him at once.

He wanted to scream, to lash out, but the words caught in his throat. He could only manage a strangled whisper, "But… how?" His legs felt like lead. Each breath seemed to require Herculean effort.

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