β€œNo, no, no,” Arthur muttered, his voice barely a whisper. He’d meticulously crafted the perfect ergonomic chair, convinced it would change the lives of desk workers everywhere. Now, someone else had beaten him to the punch, a cruel twist of fate. He kept running his hands over the smooth, polished wood of his prototype, as if seeking some solace in its familiar form. He felt as if the air around him was growing thin, harder to breathe. The weight on his shoulders felt almost unbearable, a constant, crushing pressure.

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