Agnes kicked a pebble across the cracked pavement, the sound swallowed by the incessant drizzle. Her boots squelched with every step, mimicking the hollow ache in her chest. She had poured her heart and soul into that carrot cake recipe, tweaking it for years until it was perfect. Now, "Grandma Millie's Carrot Cake" was plastered across every bakery window in town, raking in profits while Agnes scraped by, barely able to afford her rent.

The aroma of cinnamon and ginger wafted from a nearby shop. She quickened her pace, the scent a cruel reminder of her own failure. She stopped, staring through the glass at the perfectly frosted cakes, a knot forming in her stomach. A customer entered, beaming, and ordered a slice. Agnes clenched her jaw, the envy a bitter taste on her tongue.

Emotion: miserable

Cluster: Sadness / Despair
PC1 (Valence): -2.19 Negative
PC2 (Disposition): -0.87

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😞0.369
无法0.321
無法0.270
💔0.265
😔0.262
Suppressed:
de-0.490
la-0.329
B-0.300
l-0.292
/-0.224