He stared at his reflection in the window, a stranger staring back. His hair was a mess, his eyes red-rimmed. He hadn’t slept in days. The upcoming projects, the looming deadlines, the crushing financial worries… it was all too much. He felt like he was drowning in a sea of obligations. And now, his roommate, Kevin, knew the depth of his despair.

He could feel it, the unspoken judgment in Kevin’s every move. The knowing glances, the uncomfortable silences. The journal, with all its raw honesty, lay open to anyone who cared to read it. He knew he had read it.

He sat for a moment, head in his hands, then abruptly got up. He needed air, needed to be alone. He needed to escape the weight of his own existence and his roommate’s implied judgment. He grabbed his keys and slammed the door, the sound echoing in the hallway.

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