The weight on David’s chest felt like a physical presence, a constant reminder of his current situation. The cramped confines of his childhood bedroom, now his sole domain, offered little solace. He stared at the ceiling, remembering the freedom he had enjoyed before, the open road of his ambition.

He ate a dinner of microwaved leftovers with his parents, exchanging brief, polite phrases. The conversation felt strained, a careful dance around the elephant in the room: his failure. He noticed that the food seemed to taste like ash.

Later, he paced his room, the worn carpet a testament to countless restless nights. He considered calling his former roommate, but the thought brought forth a fresh wave of something akin to shame, and he turned away. He felt a deep, pervasive sense of being adrift, of being lost in a sea of unspoken expectations.

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