troubled - Story 155498 | Emotion Vectors in Gemma4-31B

The air in the courtroom was thick with tension. Elena sat rigid in the chair, her gaze fixed on the judge. The opposing lawyer's smug smile grated on her nerves. Her revolutionary medical device, designed to save lives, now belonged to them.

She felt a tremor in her hands, a slight shaking that she tried to conceal. A wave of nausea washed over her. The years of legal battles, the financial drain, had all been for naught.

She closed her eyes, fighting back tears. Her purpose felt stolen, her dedication a waste. The reality hit her like a physical blow.

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
`S`	0.317
`ness`	0.302
`😔`	0.294
`😢`	0.272

Suppressed:

`de`	-0.553
`la`	-0.511
`l`	-0.307
`/`	-0.260
`(!)`	-0.236