He felt his pulse quicken, his breath catching in his throat. It was the principle of the thing, he thought. He had to respond, had to object. But the mere idea of conflict, of confrontation, made his body recoil.

His hands shook as he set down the letter. He envisioned the conversation, the raised voices, the potential for animosity. He felt a cold sweat break out on his forehead.

He wanted to hide. He wanted to disappear. He felt like he was suffocating in his own skin. He went to the door and paused, unable to open it. He remained there, unmoving, paralyzed by the thought of what he would have to do.

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