The house felt cavernous, the silence echoing through the empty rooms. Eleanor wandered aimlessly, the weight of the day pressing down on her. The doorbell rang, a jarring sound. It was Mr. Garcia, his usually booming laughter muted, a nervous shuffle to his feet.

“Eleanor,” he began, his voice hesitant, “I was hoping to grow some wildflowers this year, a little patch of color. My yard is a bit small. Would I be able to use a section of yours?” Eleanor’s throat constricted.

The image of blooming flowers, of vibrant hues against a backdrop of green, hit her with a fresh wave of something she was trying to avoid. She swallowed hard, a painful effort. She nodded, her face a mask, feeling a profound sense of isolation despite the presence of another human being.

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