The small apartment, once brimming with her vibrant personality, now felt like a prison cell, reduced to a collection of things. I felt the familiar ache in my temples as I woke up, the darkness outside the window mirroring the darkness I felt within. The smell of breakfast cooking in the kitchen drifted up the stairs, and I hesitated before moving.

My mother’s voice, full of concern, broke through my stupor. "Are you feeling alright, dear?" The question felt like an accusation, like she knew. I forced a smile and went downstairs, but the food didn’t have any flavor. The conversation was stilted, a series of polite exchanges that felt like a performance.

Later, I sat on the couch, staring blankly at the television. Each channel offered a glimpse of the life I felt I was missing, a life I didn't seem capable of reaching. The remote felt heavy in my hand, as if it contained the weight of all my frustrations.

Emotion: unhappy

Cluster: Sadness / Despair
PC1 (Valence): -1.62 Negative
PC2 (Disposition): -0.78

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.339
😞0.317
💔0.252
😔0.249
😢0.241
Suppressed:
de-0.436
la-0.266
l-0.224
/-0.216
--0.199