He stared out the window, watching the leaves swirl in the autumn wind. The vibrant colours seemed to mock his inner world, a world steeped in greys and shadows. The house, a recent inheritance, felt like a burden, not a blessing. He wandered through the music room, the grand piano reflecting his own emptiness. He’d barely touched it, the prospect of making music feeling beyond him. His gaze fell on a tapestry hanging on the wall. A subtle shift in its placement revealed a small opening, leading to a room unknown.

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
πŸ˜”0.405
S0.384
无法0.341
L0.337
Suppressed:
de-0.749
la-0.614
l-0.471
/-0.350
!-0.322