The news arrived with the force of a physical blow. He sat there, staring at the screen, a blank, bewildered look on his face. This was supposed to be a triumph, a recognition of his work. Instead, it was a profound failure. His carefully crafted career suddenly felt precarious, built on sand.

He felt a deep exhaustion wash over him, a bone-deep weariness that had nothing to do with physical exertion. He let his head fall onto his desk, the cool wood a small comfort. The room was spinning, his thoughts were chaotic and disorganized.

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