The envelope, addressed in a familiar, loopy script, landed with a thud on Liam’s desk. He didn't pick it up. He sat frozen, the cursor blinking mockingly on the blank screen of his laptop. His shoulders slumped, and he felt a pressure building behind his eyes. He squeezed them shut, trying to force the feeling away.

He ran a hand over his face, feeling the rough stubble of his beard. He could almost hear the judgmental whispers, the comparisons, the inevitable questions. He shifted in his chair, trying to alleviate the discomfort. He just wanted the feeling to go away, to disappear like the smoke from the last cigarette he'd had two hours ago.

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