The grandfather clock, a hulking presence in the hallway, now had a for-sale sign taped to its glass face. His grandfather had built it, piece by piece, and the rhythmic ticking had been the soundtrack of his childhood. The news had left him feeling adrift.

He wandered the house, each object a painful reminder of what he had lost. The air seemed thick, the sunlight hazy. He hadn’t shaved in days. His reflection in the mirror showed a stranger.

His sister, Jessica, had been pragmatic. “It's just taking up space, Dad doesn’t need it anymore.” He didn't want to explain the way the clock's pendulum swung in time with his heartbeat, a steady beat reminding him of his grandfather’s love.

He sat on the porch, the world around him buzzing with a dull drone. Even the wind seemed to whisper a dirge. He picked up a stone, then dropped it.

Emotion: depressed

Cluster: Sadness / Despair
PC1 (Valence): -2.06 Negative
PC2 (Disposition): -1.08

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😞0.417
每天0.353
无法0.330
own0.311
😔0.309
Suppressed:
de-0.492
B-0.393
P-0.352
l-0.310
!-0.307