"This isn't happening," Mark mumbled, his voice a low growl. His fatherโ€™s art gallery opening. A culmination of a lifetime's work. Mark, his son, was supposed to be there to witness it. Now, the delayed flight seemed like a malicious joke.

He slammed his fist on the counter of a nearby coffee shop. The barista jumped, startled. He could barely contain his agitation. He took a deep breath, fighting to control the rising tide of emotions within him.

He pictured his father's face, the pride he expected to see. It hit him like a physical blow. He picked up his coffee cup and left the cafe, wanting to escape the constant reminder of his failure.

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