He sat on the park bench, the setting sun casting long shadows around him. His shoulders slumped, the weight of the news pressing down on him. The patent denial lay crumpled in his pocket, a symbol of his dashed ambitions. He rubbed his temples, a futile attempt to alleviate the throbbing ache behind his eyes. He thought of all the sleepless nights, the sacrifices he'd made. He swallowed hard, a lump forming in his throat. A hawk circled overhead, its cry echoing his internal dismay.

Emotion: worried

Cluster: Fear / Anxiety
PC1 (Valence): -2.02 Negative
PC2 (Disposition): -0.43

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
worse0.285
S0.279
😰0.277
😣0.269
Worse0.250
Suppressed:
la-0.476
de-0.432
🎉-0.233
happy-0.231
"-0.228