The office felt cold, even with the thermostat cranked up. Liam wrapped his arms around himself, as if trying to physically contain the tremor that seemed to be wracking him. He pointed a shaking finger at the screen, illustrating how to access the company server to the new intern, a kid fresh out of school.

“You see… there… and then…” Liam stammered, feeling like he was drowning in a sea of data. He’d been doing this job for years, but now the simplest tasks seemed impossibly complex. He felt as though the very air was pressing down on him.

He wished he could just shut down, switch off. He wished he could just sit in silence. He wished, more than anything, that this day would end.

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