The coffee had gone cold. Liam stared at the half-finished crossword, the words swimming before his eyes. His phone buzzed – another email, another deadline. He rubbed his temples, a dull ache throbbing behind his eyes. The incessant tick-tock of the grandfather clock in the hallway felt like a personal attack.

A knock. Mr. Gable, his neighbor, stood at the door, a clipboard in hand. "Liam, good to catch you. About that tree...it's causing problems with my roof. You know, roots, branches…" He trailed off, expecting agreement.

Liam felt a knot tighten in his stomach. He just wanted to be left alone. His apartment was already a disaster, clothes strewn everywhere, dishes piled in the sink. The thought of dealing with this…the paperwork, the decision…it was too much.

“Can…can we talk about it later?” he mumbled, avoiding eye contact. He wanted to scream.

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