The coffee sloshed over the rim of the mug as Liam reached for it, his hand trembling. He'd been staring at the overflowing inbox on his laptop for an hour, the unread emails multiplying like rabbits. Then, the sickening CRACK. Now, this. He peered through the blinds, his jaw clenching. Mrs. Henderson’s ancient oak, the one that always shed its leaves in his gutter, was now sprawled across her lawn, and, ominously, a large branch appeared to be resting on his fence. A sigh escaped him, a long, drawn-out sound that did little to ease the tightness in his chest.

Emotion: stressed

Cluster: Fear / Anxiety
PC1 (Valence): -1.37 Negative
PC2 (Disposition): -0.53

Role in Research

This story is one of 1,000 stories generated for the emotion stressed. 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 stressed stories, after denoising with neutral dialogue baselines, produces the stressed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the stressed vector is projected through the unembedding matrix.

Promoted:
😩0.266
😫0.256
😰0.239
😖0.237
😞0.236
Suppressed:
B-0.200
happy-0.197
enjoy-0.176
enjoying-0.172
bahagia-0.169