The box felt heavier than it should, each file a weight on her shoulders as she carried it down the hall. Her steps dragged, echoing in the mostly empty corridor. The fluorescent lights hummed, a monotonous drone that seemed to mirror the emptiness she felt inside. She glanced back at the familiar doorway of the Marketing department, a place she’d known for five years, and the tightness in her chest intensified.

She’d spent the morning clearing her desk, a task that, she’d thought, would be liberating. Instead, it was an exercise in dredging up memories. Every stapler, every pen, every knick-knack held a story, a connection to the people she’d grown accustomed to seeing every day. Now, they were just objects.

The elevator doors opened onto the cold, impersonal world of the accounting department. She took a deep breath, the metallic scent of the air conditioning making her stomach clench. This new beginning felt less like opportunity and more like exile.

Emotion: sad

Cluster: Sadness / Despair
PC1 (Valence): -2.52 Negative
PC2 (Disposition): -1.50

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😞0.436
😔0.405
S0.384
无法0.341
L0.337
Suppressed:
de-0.749
la-0.614
l-0.471
/-0.350
!-0.322