He stared at the "Welcome to the Future" sign plastered in the lobby, a sarcastic grin plastered on his face. The building’s management, always a bit shady, was now promising "luxury living." Ben ran a hand through his hair, a nervous gesture he hadn’t noticed he'd adopted.

He'd lived in this building for fifteen years, since his divorce. The cheap rent had been a lifeline. Now, the potential for being forced out felt like another blow. He lit a cigarette, the smoke curling around him, a temporary shield against the disquiet.

Ben walked up to his apartment, the steps creaking under his weight, the dim hall lit by a single bulb. The thought of finding a new place, the packing, the upheaval, made his head ache. He closed the door, the click echoing in the sudden silence.

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:
😞0.343
S0.317
ness0.302
😔0.294
😢0.272
Suppressed:
de-0.553
la-0.511
l-0.307
/-0.260
(!)-0.236