distressed - Story 32928 | Emotion Vectors in Gemma4-31B

The echo of the doctor's words reverberated in Clara’s ears. “Irreversible… progressive… debilitating.” Chrono-Deviation. Her world was a kaleidoscope of shattered fragments. She felt the weight of the diagnosis crushing her. Her mind raced, a frantic hamster in a spinning wheel.

She’d spent years building a life, a career. Now what? Everything felt irrelevant, meaningless.

She was waiting for her Uber home, when a woman with a cane stumbled and almost fell. Clara rushed to help. The woman looked up, her face lined with a similar weariness. "Chrono-Deviation?" she asked, her voice barely a whisper. Clara nodded, tears pricking her eyes.

Emotion: distressed

Cluster: Fear / Anxiety

PC1 (Valence): -2.39 Negative

PC2 (Disposition): -0.52

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:

`😣`	0.304
`😞`	0.296
`worse`	0.291
`😖`	0.285
`😰`	0.276

Suppressed:

`de`	-0.457
`la`	-0.349
`:)`	-0.239
`B`	-0.232
`happy`	-0.229