The apartment felt stifling, the air thick with the scent of stale takeout and unwashed dishes. Liam had spent the last few weeks in a self-imposed exile, avoiding calls, ignoring texts, his life a blur of apathy. He reluctantly went to get the mail. He didn't want to.

There it was, the colorful card, a jarring contrast to the gloom. "Happy Birthday!" the cover announced. He stared at it, a wave of irritation washing over him. It wasn't his birthday. He felt a deep-seated resistance to happiness.

He opened the card. The message was simple: โ€œThinking of you.โ€ He tossed the card onto the counter, then quickly retrieved it. He stared at it, at the cheerful design, at the meaningless words. He was exhausted.

He sat on the couch and stared out the window, at the gray sky.

Emotion: troubled

Cluster: Fear / Anxiety
PC1 (Valence): -2.20 Negative
PC2 (Disposition): -0.81

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
๐Ÿ˜ž0.343
S0.317
ness0.302
๐Ÿ˜”0.294
๐Ÿ˜ข0.272
Suppressed:
de-0.553
la-0.511
l-0.307
/-0.260
(!)-0.236