The coffee tasted bitter, a reflection of the mood. Liam stared at the empty cup, feeling a strange tightness in his chest. His roommate, Ben, was happily sketching out plans for a fish tank, complete with a tiny, bubbling volcano. He hadn't even asked Liam's opinion, just assumed.

He needed to get through the day, get through his shift, get through everything. The fish tank – the cleaning, the feeding, the constant monitoring – seemed like an impossibility.

He closed his eyes and took a deep breath, trying to steady his shaking hands. The thought of another thing, another demand, felt like a physical blow. He had to say no, but the words seemed to stick in his throat.

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