The familiar scent of Dad's pipe tobacco swirled in the air as Mark sat on the porch swing. He felt like a stranger in his own family home, the weight of his failures pressing down on him. The summer air held a heavy stillness, as if anticipating a storm.

He watched the sun sink below the horizon, painting the sky in hues of orange and purple. His father, usually a man of few words, had been unusually chatty, his voice laced with an overly cheerful tone. He found himself avoiding his father’s eyes.

He knew his father was attempting to be supportive, but the effort felt forced, like a play he was staging for him. Every rustle of leaves, every distant dog bark, heightened a feeling of impending doom. He rose from the swing, unable to sit still another minute, and went inside, the silence of the house seeming to amplify a low hum in his ears.

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