The elevator doors opened onto the cold, impersonal floor of the legal department. Sarah took a deep breath, trying to dispel the feeling of lead in her chest. She had loved working in the creative team. The energy, the brainstorming sessions, the shared laughter. Now, here she was, in a sterile environment populated by serious faces and hushed conversations.

She clutched her coffee cup, the ceramic offering little warmth. Her stomach churned. The scent of paper and ambition, thick in the air, felt suffocating.

"Welcome," Mr. Henderson said, his voice flat. He pointed her to a desk piled high with paperwork. She swallowed, the lump in her throat making speech difficult. She hated forms, and this was nothing but forms.

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